feat: add PhotoOverlay component for visualizing and editing impact coordinates

branch backend + ajout du serveur backend, next, et sqlite
correction suppression modele yolo
2026-05-07 21:07:55 +02:00 · 2026-04-29 15:45:09 +02:00 · 2026-04-29 10:12:29 +02:00 · 2026-04-28 16:52:20 +02:00
53 changed files with 10739 additions and 475 deletions
--- a/.vscode/settings.json
+++ b/.vscode/settings.json
@@ -0,0 +1,4 @@
+{
+    "avdmanager.executable": "c:\\Users\\streaper2\\AppData\\Local\\Android\\Sdk\\cmdline-tools\\latest\\bin\\avdmanager.bat",
+    "avdmanager.sdkManager": "c:\\Users\\streaper2\\AppData\\Local\\Android\\Sdk\\cmdline-tools\\latest\\bin\\sdkmanager.bat"
+}
--- a/analyze_output.txt
+++ b/analyze_output.txt
--- a/analyze_results_final.txt
+++ b/analyze_results_final.txt
--- a/analyze_results_fixed.txt
+++ b/analyze_results_fixed.txt
@@ -0,0 +1,37 @@
+Analyzing bully...                                              
+
+   info - Don't invoke 'print' in production code - lib\features\analysis\analysis_provider.dart:553:7 - avoid_print
+   info - The private field _selectedType could be 'final' - lib\features\capture\capture_screen.dart:27:14 - prefer_final_fields
+   info - 'scale' is deprecated and shouldn't be used. Use scaleByVector3, scaleByVector4, or scaleByDouble instead - lib\features\crop\crop_screen.dart:142:25 - deprecated_member_use
+   info - Statements in an if should be enclosed in a block - lib\services\distortion_correction_service.dart:566:11 - curly_braces_in_flow_control_structures
+   info - Don't invoke 'print' in production code - lib\services\distortion_correction_service.dart:639:7 - avoid_print
+   info - Don't invoke 'print' in production code - lib\services\distortion_correction_service.dart:764:7 - avoid_print
+   info - Don't invoke 'print' in production code - lib\services\distortion_correction_service.dart:825:9 - avoid_print
+   info - Don't invoke 'print' in production code - lib\services\distortion_correction_service.dart:953:7 - avoid_print
+   info - Don't invoke 'print' in production code - lib\services\distortion_correction_service.dart:1015:9 - avoid_print
+   info - Don't invoke 'print' in production code - lib\services\distortion_correction_service.dart:1063:7 - avoid_print
+   info - Don't invoke 'print' in production code - lib\services\image_processing_service.dart:192:7 - avoid_print
+   info - Don't invoke 'print' in production code - lib\services\image_processing_service.dart:239:7 - avoid_print
+   info - Don't invoke 'print' in production code - lib\services\image_processing_service.dart:246:9 - avoid_print
+   info - Don't invoke 'print' in production code - lib\services\image_processing_service.dart:278:9 - avoid_print
+   info - Don't invoke 'print' in production code - lib\services\image_processing_service.dart:289:11 - avoid_print
+   info - Don't invoke 'print' in production code - lib\services\image_processing_service.dart:292:11 - avoid_print
+   info - Don't invoke 'print' in production code - lib\services\image_processing_service.dart:297:9 - avoid_print
+   info - Don't invoke 'print' in production code - lib\services\image_processing_service.dart:332:7 - avoid_print
+   info - Don't invoke 'print' in production code - lib\services\image_processing_service.dart:336:7 - avoid_print
+   info - Don't invoke 'print' in production code - lib\services\image_processing_service.dart:683:7 - avoid_print
+   info - Don't invoke 'print' in production code - lib\services\image_processing_service.dart:725:7 - avoid_print
+   info - Don't invoke 'print' in production code - lib\services\image_processing_service.dart:736:7 - avoid_print
+warning - The declaration '_detectDarkSpotsAdaptive' isn't referenced - lib\services\image_processing_service.dart:780:15 - unused_element
+   info - Don't invoke 'print' in production code - lib\services\target_detection_service.dart:328:7 - avoid_print
+   info - Don't invoke 'print' in production code - lib\services\target_detection_service.dart:377:7 - avoid_print
+   info - Don't invoke 'print' in production code - lib\services\target_detection_service.dart:414:7 - avoid_print
+   info - Don't invoke 'print' in production code - lib\services\yolo_impact_detection_service.dart:23:9 - avoid_print
+   info - Don't invoke 'print' in production code - lib\services\yolo_impact_detection_service.dart:29:7 - avoid_print
+   info - Don't invoke 'print' in production code - lib\services\yolo_impact_detection_service.dart:31:7 - avoid_print
+   info - Don't invoke 'print' in production code - lib\services\yolo_impact_detection_service.dart:67:7 - avoid_print
+   info - Don't invoke 'print' in production code - tests\opencv_quad_test.dart:4:3 - avoid_print
+   info - Don't invoke 'print' in production code - tests\opencv_quad_test.dart:5:3 - avoid_print
+   info - Don't invoke 'print' in production code - tests\opencv_quad_test.dart:6:3 - avoid_print
+   info - Don't invoke 'print' in production code - tests\test_homography.dart:4:3 - avoid_print
+
--- a/analyze_utf8.txt
+++ b/analyze_utf8.txt
@@ -0,0 +1,38 @@
+Analyzing bully...                                              
+
+   info - Don't invoke 'print' in production code - lib\features\analysis\analysis_provider.dart:392:7 - avoid_print
+   info - Don't invoke 'print' in production code - lib\features\analysis\analysis_provider.dart:596:7 - avoid_print
+   info - The private field _selectedType could be 'final' - lib\features\capture\capture_screen.dart:27:14 - prefer_final_fields
+   info - 'scale' is deprecated and shouldn't be used. Use scaleByVector3, scaleByVector4, or scaleByDouble instead - lib\features\crop\crop_screen.dart:142:25 - deprecated_member_use
+   info - Statements in an if should be enclosed in a block - lib\services\distortion_correction_service.dart:566:11 - curly_braces_in_flow_control_structures
+   info - Don't invoke 'print' in production code - lib\services\distortion_correction_service.dart:639:7 - avoid_print
+   info - Don't invoke 'print' in production code - lib\services\distortion_correction_service.dart:764:7 - avoid_print
+   info - Don't invoke 'print' in production code - lib\services\distortion_correction_service.dart:825:9 - avoid_print
+   info - Don't invoke 'print' in production code - lib\services\distortion_correction_service.dart:953:7 - avoid_print
+   info - Don't invoke 'print' in production code - lib\services\distortion_correction_service.dart:1015:9 - avoid_print
+   info - Don't invoke 'print' in production code - lib\services\distortion_correction_service.dart:1063:7 - avoid_print
+   info - Don't invoke 'print' in production code - lib\services\image_processing_service.dart:192:7 - avoid_print
+   info - Don't invoke 'print' in production code - lib\services\image_processing_service.dart:239:7 - avoid_print
+   info - Don't invoke 'print' in production code - lib\services\image_processing_service.dart:246:9 - avoid_print
+   info - Don't invoke 'print' in production code - lib\services\image_processing_service.dart:278:9 - avoid_print
+   info - Don't invoke 'print' in production code - lib\services\image_processing_service.dart:289:11 - avoid_print
+   info - Don't invoke 'print' in production code - lib\services\image_processing_service.dart:292:11 - avoid_print
+   info - Don't invoke 'print' in production code - lib\services\image_processing_service.dart:297:9 - avoid_print
+   info - Don't invoke 'print' in production code - lib\services\image_processing_service.dart:332:7 - avoid_print
+   info - Don't invoke 'print' in production code - lib\services\image_processing_service.dart:336:7 - avoid_print
+   info - Don't invoke 'print' in production code - lib\services\image_processing_service.dart:683:7 - avoid_print
+   info - Don't invoke 'print' in production code - lib\services\image_processing_service.dart:725:7 - avoid_print
+   info - Don't invoke 'print' in production code - lib\services\image_processing_service.dart:736:7 - avoid_print
+warning - The declaration '_detectDarkSpotsAdaptive' isn't referenced - lib\services\image_processing_service.dart:780:15 - unused_element
+   info - Don't invoke 'print' in production code - lib\services\target_detection_service.dart:328:7 - avoid_print
+   info - Don't invoke 'print' in production code - lib\services\target_detection_service.dart:377:7 - avoid_print
+   info - Don't invoke 'print' in production code - lib\services\target_detection_service.dart:414:7 - avoid_print
+   info - Don't invoke 'print' in production code - lib\services\yolo_impact_detection_service.dart:23:9 - avoid_print
+   info - Don't invoke 'print' in production code - lib\services\yolo_impact_detection_service.dart:29:7 - avoid_print
+   info - Don't invoke 'print' in production code - lib\services\yolo_impact_detection_service.dart:31:7 - avoid_print
+   info - Don't invoke 'print' in production code - lib\services\yolo_impact_detection_service.dart:67:7 - avoid_print
+   info - Don't invoke 'print' in production code - tests\opencv_quad_test.dart:4:3 - avoid_print
+   info - Don't invoke 'print' in production code - tests\opencv_quad_test.dart:5:3 - avoid_print
+   info - Don't invoke 'print' in production code - tests\opencv_quad_test.dart:6:3 - avoid_print
+   info - Don't invoke 'print' in production code - tests\test_homography.dart:4:3 - avoid_print
+
--- a/android/app/build.gradle.kts
+++ b/android/app/build.gradle.kts
@@ -35,6 +35,7 @@ android {
            // TODO: Add your own signing config for the release build.
            // Signing with the debug keys for now, so `flutter run --release` works.
            signingConfig = signingConfigs.getByName("debug")
+            proguardFiles(getDefaultProguardFile("proguard-android-optimize.txt"), "proguard-rules.pro")
        }
    }
 }
--- a/android/app/proguard-rules.pro
+++ b/android/app/proguard-rules.pro
@@ -0,0 +1,7 @@
+# TensorFlow Lite
+-keep class org.tensorflow.lite.** { *; }
+-keep class com.google.android.gms.tflite.** { *; }
+-dontwarn org.tensorflow.lite.**
+
+# Specifically for the GPU delegate error
+-dontwarn org.tensorflow.lite.gpu.GpuDelegateFactory$Options
--- a/backendia/.gitignore
+++ b/backendia/.gitignore
@@ -0,0 +1,38 @@
+# Dependencies
+node_modules/
+dashboard/node_modules/
+
+# Next.js build output
+dashboard/.next/
+dashboard/out/
+
+# Environment variables
+.env
+.env.local
+.env.development.local
+.env.test.local
+.env.production.local
+
+# Database
+backendia/uploads/data/database.sqlite
+*.sqlite
+*.sqlite-journal
+
+# Uploads and Exports (Ignore content but keep directories)
+uploads/images/*
+!uploads/images/.gitkeep
+uploads/data/*
+!uploads/data/.gitkeep
+!uploads/data/database.sqlite
+exports/*
+!exports/.gitkeep
+
+# Logs
+npm-debug.log*
+yarn-debug.log*
+yarn-error.log*
+*.log
+
+# OS files
+.DS_Store
+Thumbs.db
--- a/backendia/dashboard/.gitignore
+++ b/backendia/dashboard/.gitignore
@@ -0,0 +1,41 @@
+# See https://help.github.com/articles/ignoring-files/ for more about ignoring files.
+
+# dependencies
+/node_modules
+/.pnp
+.pnp.*
+.yarn/*
+!.yarn/patches
+!.yarn/plugins
+!.yarn/releases
+!.yarn/versions
+
+# testing
+/coverage
+
+# next.js
+/.next/
+/out/
+
+# production
+/build
+
+# misc
+.DS_Store
+*.pem
+
+# debug
+npm-debug.log*
+yarn-debug.log*
+yarn-error.log*
+.pnpm-debug.log*
+
+# env files (can opt-in for committing if needed)
+.env*
+
+# vercel
+.vercel
+
+# typescript
+*.tsbuildinfo
+next-env.d.ts
--- a/backendia/dashboard/AGENTS.md
+++ b/backendia/dashboard/AGENTS.md
@@ -0,0 +1,5 @@
+<!-- BEGIN:nextjs-agent-rules -->
+# This is NOT the Next.js you know
+
+This version has breaking changes — APIs, conventions, and file structure may all differ from your training data. Read the relevant guide in `node_modules/next/dist/docs/` before writing any code. Heed deprecation notices.
+<!-- END:nextjs-agent-rules -->
--- a/backendia/dashboard/CLAUDE.md
+++ b/backendia/dashboard/CLAUDE.md
@@ -0,0 +1 @@
+@AGENTS.md
--- a/backendia/dashboard/README.md
+++ b/backendia/dashboard/README.md
@@ -0,0 +1,36 @@
+This is a [Next.js](https://nextjs.org) project bootstrapped with [`create-next-app`](https://nextjs.org/docs/app/api-reference/cli/create-next-app).
+
+## Getting Started
+
+First, run the development server:
+
+```bash
+npm run dev
+# or
+yarn dev
+# or
+pnpm dev
+# or
+bun dev
+```
+
+Open [http://localhost:3000](http://localhost:3000) with your browser to see the result.
+
+You can start editing the page by modifying `app/page.tsx`. The page auto-updates as you edit the file.
+
+This project uses [`next/font`](https://nextjs.org/docs/app/building-your-application/optimizing/fonts) to automatically optimize and load [Geist](https://vercel.com/font), a new font family for Vercel.
+
+## Learn More
+
+To learn more about Next.js, take a look at the following resources:
+
+- [Next.js Documentation](https://nextjs.org/docs) - learn about Next.js features and API.
+- [Learn Next.js](https://nextjs.org/learn) - an interactive Next.js tutorial.
+
+You can check out [the Next.js GitHub repository](https://github.com/vercel/next.js) - your feedback and contributions are welcome!
+
+## Deploy on Vercel
+
+The easiest way to deploy your Next.js app is to use the [Vercel Platform](https://vercel.com/new?utm_medium=default-template&filter=next.js&utm_source=create-next-app&utm_campaign=create-next-app-readme) from the creators of Next.js.
+
+Check out our [Next.js deployment documentation](https://nextjs.org/docs/app/building-your-application/deploying) for more details.
--- a/backendia/dashboard/eslint.config.mjs
+++ b/backendia/dashboard/eslint.config.mjs
@@ -0,0 +1,18 @@
+import { defineConfig, globalIgnores } from "eslint/config";
+import nextVitals from "eslint-config-next/core-web-vitals";
+import nextTs from "eslint-config-next/typescript";
+
+const eslintConfig = defineConfig([
+  ...nextVitals,
+  ...nextTs,
+  // Override default ignores of eslint-config-next.
+  globalIgnores([
+    // Default ignores of eslint-config-next:
+    ".next/**",
+    "out/**",
+    "build/**",
+    "next-env.d.ts",
+  ]),
+]);
+
+export default eslintConfig;
--- a/backendia/dashboard/next.config.ts
+++ b/backendia/dashboard/next.config.ts
@@ -0,0 +1,17 @@
+import type { NextConfig } from "next";
+
+const nextConfig: NextConfig = {
+  /* config options here */
+  images: {
+    remotePatterns: [
+      {
+        protocol: 'http',
+        hostname: '127.0.0.1',
+        port: '3000',
+        pathname: '/uploads/**',
+      },
+    ],
+  },
+};
+
+export default nextConfig;
--- a/backendia/dashboard/package-lock.json
+++ b/backendia/dashboard/package-lock.json
--- a/backendia/dashboard/package.json
+++ b/backendia/dashboard/package.json
@@ -0,0 +1,29 @@
+{
+  "name": "dashboard",
+  "version": "0.1.0",
+  "private": true,
+  "scripts": {
+    "dev": "next dev",
+    "build": "next build",
+    "start": "next start",
+    "lint": "eslint"
+  },
+  "dependencies": {
+    "clsx": "^2.1.1",
+    "lucide-react": "^1.14.0",
+    "next": "16.2.4",
+    "react": "19.2.4",
+    "react-dom": "19.2.4",
+    "tailwind-merge": "^3.5.0"
+  },
+  "devDependencies": {
+    "@tailwindcss/postcss": "^4",
+    "@types/node": "^20",
+    "@types/react": "^19",
+    "@types/react-dom": "^19",
+    "eslint": "^9",
+    "eslint-config-next": "16.2.4",
+    "tailwindcss": "^4",
+    "typescript": "^5"
+  }
+}
--- a/backendia/dashboard/postcss.config.mjs
+++ b/backendia/dashboard/postcss.config.mjs
@@ -0,0 +1,7 @@
+const config = {
+  plugins: {
+    "@tailwindcss/postcss": {},
+  },
+};
+
+export default config;
--- a/backendia/dashboard/public/file.svg
+++ b/backendia/dashboard/public/file.svg
@@ -0,0 +1 @@
+<svg fill="none" viewBox="0 0 16 16" xmlns="http://www.w3.org/2000/svg"><path d="M14.5 13.5V5.41a1 1 0 0 0-.3-.7L9.8.29A1 1 0 0 0 9.08 0H1.5v13.5A2.5 2.5 0 0 0 4 16h8a2.5 2.5 0 0 0 2.5-2.5m-1.5 0v-7H8v-5H3v12a1 1 0 0 0 1 1h8a1 1 0 0 0 1-1M9.5 5V2.12L12.38 5zM5.13 5h-.62v1.25h2.12V5zm-.62 3h7.12v1.25H4.5zm.62 3h-.62v1.25h7.12V11z" clip-rule="evenodd" fill="#666" fill-rule="evenodd"/></svg>
--- a/backendia/dashboard/public/globe.svg
+++ b/backendia/dashboard/public/globe.svg
@@ -0,0 +1 @@
+<svg fill="none" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 16 16"><g clip-path="url(#a)"><path fill-rule="evenodd" clip-rule="evenodd" d="M10.27 14.1a6.5 6.5 0 0 0 3.67-3.45q-1.24.21-2.7.34-.31 1.83-.97 3.1M8 16A8 8 0 1 0 8 0a8 8 0 0 0 0 16m.48-1.52a7 7 0 0 1-.96 0H7.5a4 4 0 0 1-.84-1.32q-.38-.89-.63-2.08a40 40 0 0 0 3.92 0q-.25 1.2-.63 2.08a4 4 0 0 1-.84 1.31zm2.94-4.76q1.66-.15 2.95-.43a7 7 0 0 0 0-2.58q-1.3-.27-2.95-.43a18 18 0 0 1 0 3.44m-1.27-3.54a17 17 0 0 1 0 3.64 39 39 0 0 1-4.3 0 17 17 0 0 1 0-3.64 39 39 0 0 1 4.3 0m1.1-1.17q1.45.13 2.69.34a6.5 6.5 0 0 0-3.67-3.44q.65 1.26.98 3.1M8.48 1.5l.01.02q.41.37.84 1.31.38.89.63 2.08a40 40 0 0 0-3.92 0q.25-1.2.63-2.08a4 4 0 0 1 .85-1.32 7 7 0 0 1 .96 0m-2.75.4a6.5 6.5 0 0 0-3.67 3.44 29 29 0 0 1 2.7-.34q.31-1.83.97-3.1M4.58 6.28q-1.66.16-2.95.43a7 7 0 0 0 0 2.58q1.3.27 2.95.43a18 18 0 0 1 0-3.44m.17 4.71q-1.45-.12-2.69-.34a6.5 6.5 0 0 0 3.67 3.44q-.65-1.27-.98-3.1" fill="#666"/></g><defs><clipPath id="a"><path fill="#fff" d="M0 0h16v16H0z"/></clipPath></defs></svg>
--- a/backendia/dashboard/public/next.svg
+++ b/backendia/dashboard/public/next.svg
@@ -0,0 +1 @@
+<svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 394 80"><path fill="#000" d="M262 0h68.5v12.7h-27.2v66.6h-13.6V12.7H262V0ZM149 0v12.7H94v20.4h44.3v12.6H94v21h55v12.6H80.5V0h68.7zm34.3 0h-17.8l63.8 79.4h17.9l-32-39.7 32-39.6h-17.9l-23 28.6-23-28.6zm18.3 56.7-9-11-27.1 33.7h17.8l18.3-22.7z"/><path fill="#000" d="M81 79.3 17 0H0v79.3h13.6V17l50.2 62.3H81Zm252.6-.4c-1 0-1.8-.4-2.5-1s-1.1-1.6-1.1-2.6.3-1.8 1-2.5 1.6-1 2.6-1 1.8.3 2.5 1a3.4 3.4 0 0 1 .6 4.3 3.7 3.7 0 0 1-3 1.8zm23.2-33.5h6v23.3c0 2.1-.4 4-1.3 5.5a9.1 9.1 0 0 1-3.8 3.5c-1.6.8-3.5 1.3-5.7 1.3-2 0-3.7-.4-5.3-1s-2.8-1.8-3.7-3.2c-.9-1.3-1.4-3-1.4-5h6c.1.8.3 1.6.7 2.2s1 1.2 1.6 1.5c.7.4 1.5.5 2.4.5 1 0 1.8-.2 2.4-.6a4 4 0 0 0 1.6-1.8c.3-.8.5-1.8.5-3V45.5zm30.9 9.1a4.4 4.4 0 0 0-2-3.3 7.5 7.5 0 0 0-4.3-1.1c-1.3 0-2.4.2-3.3.5-.9.4-1.6 1-2 1.6a3.5 3.5 0 0 0-.3 4c.3.5.7.9 1.3 1.2l1.8 1 2 .5 3.2.8c1.3.3 2.5.7 3.7 1.2a13 13 0 0 1 3.2 1.8 8.1 8.1 0 0 1 3 6.5c0 2-.5 3.7-1.5 5.1a10 10 0 0 1-4.4 3.5c-1.8.8-4.1 1.2-6.8 1.2-2.6 0-4.9-.4-6.8-1.2-2-.8-3.4-2-4.5-3.5a10 10 0 0 1-1.7-5.6h6a5 5 0 0 0 3.5 4.6c1 .4 2.2.6 3.4.6 1.3 0 2.5-.2 3.5-.6 1-.4 1.8-1 2.4-1.7a4 4 0 0 0 .8-2.4c0-.9-.2-1.6-.7-2.2a11 11 0 0 0-2.1-1.4l-3.2-1-3.8-1c-2.8-.7-5-1.7-6.6-3.2a7.2 7.2 0 0 1-2.4-5.7 8 8 0 0 1 1.7-5 10 10 0 0 1 4.3-3.5c2-.8 4-1.2 6.4-1.2 2.3 0 4.4.4 6.2 1.2 1.8.8 3.2 2 4.3 3.4 1 1.4 1.5 3 1.5 5h-5.8z"/></svg>
--- a/backendia/dashboard/public/vercel.svg
+++ b/backendia/dashboard/public/vercel.svg
@@ -0,0 +1 @@
+<svg fill="none" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 1155 1000"><path d="m577.3 0 577.4 1000H0z" fill="#fff"/></svg>
--- a/backendia/dashboard/public/window.svg
+++ b/backendia/dashboard/public/window.svg
@@ -0,0 +1 @@
+<svg fill="none" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 16 16"><path fill-rule="evenodd" clip-rule="evenodd" d="M1.5 2.5h13v10a1 1 0 0 1-1 1h-11a1 1 0 0 1-1-1zM0 1h16v11.5a2.5 2.5 0 0 1-2.5 2.5h-11A2.5 2.5 0 0 1 0 12.5zm3.75 4.5a.75.75 0 1 0 0-1.5.75.75 0 0 0 0 1.5M7 4.75a.75.75 0 1 1-1.5 0 .75.75 0 0 1 1.5 0m1.75.75a.75.75 0 1 0 0-1.5.75.75 0 0 0 0 1.5" fill="#666"/></svg>
--- a/backendia/dashboard/src/app/contributors/page.tsx
+++ b/backendia/dashboard/src/app/contributors/page.tsx
@@ -0,0 +1,104 @@
+import { fetchApi } from "@/lib/api";
+import { Users, Award, Camera, Clock } from "lucide-react";
+
+interface Contributor {
+  wallet_hash: string;
+  photo_count: number;
+  last_upload: string;
+}
+
+export default async function ContributorsPage() {
+  let contributors: Contributor[] = [];
+  try {
+    const response = await fetchApi('/api/contributors');
+    contributors = response.contributors;
+  } catch (error) {
+    console.error("Error fetching contributors:", error);
+  }
+
+  return (
+    <div className="space-y-8">
+      <div className="flex flex-col gap-2">
+        <h2 className="text-3xl font-bold tracking-tight">Top Contributeurs</h2>
+        <p className="text-slate-400">Classement des utilisateurs selon leur contribution à l'entraînement de l'IA.</p>
+      </div>
+
+      <div className="grid grid-cols-1 lg:grid-cols-4 gap-6">
+        {/* Stats Summary */}
+        <div className="lg:col-span-1 space-y-6">
+          <StatCard 
+            title="Total Contributeurs" 
+            value={contributors.length} 
+            icon={<Users className="text-indigo-400" />} 
+          />
+          <StatCard 
+            title="Total Photos" 
+            value={contributors.reduce((acc, c) => acc + c.photo_count, 0)} 
+            icon={<Camera className="text-emerald-400" />} 
+          />
+        </div>
+
+        {/* Table */}
+        <div className="lg:col-span-3 bg-slate-900 border border-slate-800 rounded-2xl overflow-hidden">
+          <table className="w-full text-left">
+            <thead className="bg-slate-950/50 border-b border-slate-800">
+              <tr>
+                <th className="px-6 py-4 text-xs font-bold text-slate-500 uppercase tracking-widest">Rang</th>
+                <th className="px-6 py-4 text-xs font-bold text-slate-500 uppercase tracking-widest">Wallet Hash</th>
+                <th className="px-6 py-4 text-xs font-bold text-slate-500 uppercase tracking-widest text-center">Photos</th>
+                <th className="px-6 py-4 text-xs font-bold text-slate-500 uppercase tracking-widest text-right">Dernier Upload</th>
+              </tr>
+            </thead>
+            <tbody className="divide-y divide-slate-800">
+              {contributors.map((c, index) => (
+                <tr key={c.wallet_hash} className="hover:bg-slate-800/30 transition-colors">
+                  <td className="px-6 py-4">
+                    <div className="flex items-center gap-3">
+                      {index < 3 ? (
+                        <Award className={index === 0 ? "text-yellow-500" : index === 1 ? "text-slate-400" : "text-amber-700"} />
+                      ) : (
+                        <span className="text-slate-500 font-mono w-6 text-center">#{index + 1}</span>
+                      )}
+                    </div>
+                  </td>
+                  <td className="px-6 py-4">
+                    <span className="font-mono text-xs text-slate-300">{c.wallet_hash}</span>
+                  </td>
+                  <td className="px-6 py-4 text-center">
+                    <span className="px-2 py-1 bg-indigo-500/10 text-indigo-400 rounded-md text-xs font-bold border border-indigo-500/20">
+                      {c.photo_count}
+                    </span>
+                  </td>
+                  <td className="px-6 py-4 text-right text-xs text-slate-400 flex items-center justify-end gap-2">
+                    <Clock size={14} />
+                    {new Date(c.last_upload).toLocaleString()}
+                  </td>
+                </tr>
+              ))}
+            </tbody>
+          </table>
+          
+          {contributors.length === 0 && (
+            <div className="py-24 text-center text-slate-500">
+              Aucun contributeur enregistré pour le moment.
+            </div>
+          )}
+        </div>
+      </div>
+    </div>
+  );
+}
+
+function StatCard({ title, value, icon }: any) {
+  return (
+    <div className="bg-slate-900 border border-slate-800 p-6 rounded-2xl flex items-center justify-between">
+      <div className="space-y-1">
+        <p className="text-xs text-slate-500 font-bold uppercase tracking-widest">{title}</p>
+        <p className="text-3xl font-bold">{value}</p>
+      </div>
+      <div className="w-12 h-12 bg-slate-800 rounded-xl flex items-center justify-center shadow-inner">
+        {icon}
+      </div>
+    </div>
+  );
+}
--- a/backendia/dashboard/src/app/favicon.ico
+++ b/backendia/dashboard/src/app/favicon.ico
--- a/backendia/dashboard/src/app/globals.css
+++ b/backendia/dashboard/src/app/globals.css
@@ -0,0 +1,26 @@
+@import "tailwindcss";
+
+:root {
+  --background: #ffffff;
+  --foreground: #171717;
+}
+
+@theme inline {
+  --color-background: var(--background);
+  --color-foreground: var(--foreground);
+  --font-sans: var(--font-geist-sans);
+  --font-mono: var(--font-geist-mono);
+}
+
+@media (prefers-color-scheme: dark) {
+  :root {
+    --background: #0a0a0a;
+    --foreground: #ededed;
+  }
+}
+
+body {
+  background: var(--background);
+  color: var(--foreground);
+  font-family: Arial, Helvetica, sans-serif;
+}
--- a/backendia/dashboard/src/app/layout.tsx
+++ b/backendia/dashboard/src/app/layout.tsx
@@ -0,0 +1,67 @@
+import type { Metadata } from "next";
+import { Inter } from "next/font/google";
+import "./globals.css";
+import Link from "next/link";
+import { LayoutDashboard, Users, Image as ImageIcon } from "lucide-react";
+
+const inter = Inter({ subsets: ["latin"] });
+
+export const metadata: Metadata = {
+  title: "Bully IA Dashboard",
+  description: "Visualisation des données d'analyse de cibles",
+};
+
+export default function RootLayout({
+  children,
+}: Readonly<{
+  children: React.ReactNode;
+}>) {
+  return (
+    <html lang="fr" className="dark">
+      <body className={`${inter.className} bg-slate-950 text-slate-50 min-h-screen flex`}>
+        {/* Sidebar */}
+        <aside className="w-64 border-r border-slate-800 bg-slate-900/50 p-6 flex flex-col gap-8">
+          <div className="flex items-center gap-3 px-2">
+            <div className="w-8 h-8 bg-indigo-600 rounded-lg flex items-center justify-center font-bold">B</div>
+            <h1 className="text-xl font-bold tracking-tight">Bully IA</h1>
+          </div>
+          
+          <nav className="flex flex-col gap-2">
+            <Link 
+              href="/" 
+              className="flex items-center gap-3 px-3 py-2 rounded-lg hover:bg-slate-800 transition-colors text-slate-300 hover:text-white"
+            >
+              <LayoutDashboard size={20} />
+              Tableau de bord
+            </Link>
+            <Link 
+              href="/contributors" 
+              className="flex items-center gap-3 px-3 py-2 rounded-lg hover:bg-slate-800 transition-colors text-slate-300 hover:text-white"
+            >
+              <Users size={20} />
+              Contributeurs
+            </Link>
+          </nav>
+
+          <div className="mt-auto pt-6 border-t border-slate-800">
+            <p className="text-xs text-slate-500 px-2">v1.0.0 Alpha</p>
+          </div>
+        </aside>
+
+        {/* Main Content */}
+        <main className="flex-1 flex flex-col">
+          <header className="h-16 border-b border-slate-800 flex items-center px-8 bg-slate-900/20">
+            <div className="flex items-center gap-2 text-sm text-slate-400">
+              <span>Admin</span>
+              <span>/</span>
+              <span className="text-slate-200">Dashboard</span>
+            </div>
+          </header>
+          <div className="flex-1 p-8 overflow-auto">
+            {children}
+          </div>
+        </main>
+      </body>
+    </html>
+  );
+}
--- a/backendia/dashboard/src/app/page.tsx
+++ b/backendia/dashboard/src/app/page.tsx
@@ -0,0 +1,105 @@
+import { fetchApi, API_BASE_URL } from "@/lib/api";
+import DatasetToolbar from "@/components/DatasetToolbar";
+import { Calendar, User, Crosshair } from "lucide-react";
+import Link from "next/link";
+
+interface PlottingData {
+  session_id: string;
+  wallet_hash: string;
+  timestamp: string;
+  plotting: {
+    impacts: any[];
+  };
+}
+
+interface PhotoData {
+  filename: string;
+  imageUrl: string;
+  data: PlottingData | null;
+}
+
+export default async function DashboardPage() {
+  let photos: PhotoData[] = [];
+  try {
+    const response = await fetchApi('/api/all-data');
+    photos = response.data;
+  } catch (error) {
+    console.error("Error fetching photos:", error);
+  }
+
+  return (
+    <div className="space-y-8">
+      <div className="flex flex-col md:flex-row md:items-end justify-between gap-4">
+        <div className="flex flex-col gap-2">
+          <h2 className="text-3xl font-bold tracking-tight">Galerie des Sessions</h2>
+          <p className="text-slate-400">Visualisez et gérez les données d'entraînement collectées.</p>
+        </div>
+      </div>
+
+      <DatasetToolbar />
+
+      <div className="grid grid-cols-1 md:grid-cols-2 lg:grid-cols-3 xl:grid-cols-4 gap-6">
+        {photos.map((photo) => (
+          <Link 
+            key={photo.filename} 
+            href={`/photo/${photo.filename}`}
+            className="group relative bg-slate-900 rounded-xl border border-slate-800 overflow-hidden hover:border-indigo-500/50 transition-all hover:shadow-2xl hover:shadow-indigo-500/10"
+          >
+            {/* Image Preview */}
+            <div className="aspect-[3/4] relative overflow-hidden bg-slate-800">
+              {/* eslint-disable-next-line @next/next/no-img-element */}
+              <img 
+                src={`${API_BASE_URL}${photo.imageUrl}`}
+                alt={photo.filename}
+                className="w-full h-full object-cover group-hover:scale-105 transition-transform duration-500"
+              />
+              <div className="absolute inset-0 bg-gradient-to-t from-slate-950 via-transparent to-transparent opacity-80" />
+              
+              {/* Badge impacts */}
+              {photo.data?.plotting?.impacts && (
+                <div className="absolute top-3 right-3 bg-indigo-600/90 backdrop-blur-md px-2 py-1 rounded-md text-[10px] font-bold flex items-center gap-1">
+                  <Crosshair size={12} />
+                  {photo.data.plotting.impacts.length} IMPACTS
+                </div>
+              )}
+            </div>
+
+            {/* Info */}
+            <div className="p-4 space-y-3">
+              <div className="flex items-center justify-between">
+                <div className="flex items-center gap-2 text-xs text-slate-400">
+                  <Calendar size={14} className="text-indigo-400" />
+                  {photo.data ? new Date(photo.data.timestamp).toLocaleDateString() : 'Date inconnue'}
+                </div>
+                {photo.data ? (
+                  <span className="text-[10px] bg-emerald-500/10 text-emerald-400 px-1.5 py-0.5 rounded border border-emerald-500/20 font-bold">DATA OK</span>
+                ) : (
+                  <span className="text-[10px] bg-rose-500/10 text-rose-400 px-1.5 py-0.5 rounded border border-rose-500/20 font-bold">NO DATA</span>
+                )}
+              </div>
+              
+              <div className="flex items-center gap-2 text-xs text-slate-300 font-mono truncate">
+                <User size={14} className="text-indigo-400" />
+                {photo.data?.wallet_hash?.substring(0, 12) || 'Anonyme'}...
+              </div>
+              
+              <div className="pt-2 border-t border-slate-800 flex justify-between items-center">
+                <span className="text-[10px] text-slate-500 uppercase tracking-widest font-bold">Session ID</span>
+                <span className="text-xs text-slate-300 font-mono truncate max-w-[120px]">
+                  {photo.data?.session_id || 'N/A'}
+                </span>
+              </div>
+            </div>
+          </Link>
+        ))}
+      </div>
+
+      {photos.length === 0 && (
+        <div className="flex flex-col items-center justify-center py-24 text-slate-500 gap-4 border-2 border-dashed border-slate-800 rounded-3xl">
+          <Crosshair size={48} className="opacity-20" />
+          <p>Aucune session d'entraînement trouvée.</p>
+        </div>
+      )}
+    </div>
+  );
+}
--- a/backendia/dashboard/src/app/photo/[id]/page.tsx
+++ b/backendia/dashboard/src/app/photo/[id]/page.tsx
@@ -0,0 +1,49 @@
+import { fetchApi, API_BASE_URL } from "@/lib/api";
+import PhotoEditor from "@/components/PhotoEditor";
+import { ChevronLeft, Download } from "lucide-react";
+import Link from "next/link";
+
+export default async function PhotoDetailPage({ params }: { params: Promise<{ id: string }> }) {
+  const { id: encodedId } = await params;
+  const id = decodeURIComponent(encodedId);
+  let photo = null;
+
+  try {
+    const response = await fetchApi('/api/all-data');
+    photo = response.data.find((p: any) => p.filename === id);
+  } catch (error) {
+    console.error("Error fetching photo detail:", error);
+  }
+
+  if (!photo) {
+    return <div className="p-12 text-center">Session non trouvée.</div>;
+  }
+
+  return (
+    <div className="space-y-8">
+      {/* Header */}
+      <div className="flex items-center justify-between">
+        <Link 
+          href="/" 
+          className="flex items-center gap-2 text-slate-400 hover:text-white transition-colors"
+        >
+          <ChevronLeft size={20} />
+          Retour à la galerie
+        </Link>
+        
+        <div className="flex gap-3">
+          <a 
+            href={`${API_BASE_URL}/uploads/images/${id}`}
+            download
+            className="flex items-center gap-2 bg-slate-800 hover:bg-slate-700 px-4 py-2 rounded-lg text-sm font-medium transition-colors"
+          >
+            <Download size={18} />
+            Image Originale
+          </a>
+        </div>
+      </div>
+
+      <PhotoEditor initialPhoto={photo} />
+    </div>
+  );
+}
--- a/backendia/dashboard/src/components/DatasetToolbar.tsx
+++ b/backendia/dashboard/src/components/DatasetToolbar.tsx
@@ -0,0 +1,98 @@
+"use client";
+
+import { useState } from "react";
+import { Download, Archive, AlertTriangle, Check, RefreshCw } from "lucide-react";
+import { API_BASE_URL } from "@/lib/api";
+import { useRouter } from "next/navigation";
+
+export default function DatasetToolbar() {
+  const router = useRouter();
+  const [isExporting, setIsExporting] = useState(false);
+  const [isArchiving, setIsArchiving] = useState(false);
+  const [showArchiveConfirm, setShowArchiveConfirm] = useState(false);
+
+  const handleExport = async () => {
+    setIsExporting(true);
+    try {
+      // On ouvre simplement l'URL dans un nouvel onglet pour déclencher le téléchargement
+      window.open(`${API_BASE_URL}/api/export/zip`, '_blank');
+    } catch (error) {
+      console.error("Export error:", error);
+    } finally {
+      setIsExporting(false);
+    }
+  };
+
+  const handleArchive = async () => {
+    setIsArchiving(true);
+    try {
+      const response = await fetch(`${API_BASE_URL}/api/export/archive`, {
+        method: "POST"
+      });
+      if (response.ok) {
+        setShowArchiveConfirm(false);
+        router.refresh(); // Rafraîchir la galerie
+      } else {
+        alert("Erreur lors de l'archivage");
+      }
+    } catch (error) {
+      console.error("Archive error:", error);
+      alert("Erreur réseau");
+    } finally {
+      setIsArchiving(false);
+    }
+  };
+
+  return (
+    <div className="bg-slate-900 border border-slate-800 rounded-2xl p-6 flex flex-col md:flex-row items-center justify-between gap-6 shadow-xl shadow-indigo-500/5">
+      <div className="space-y-1">
+        <h3 className="font-bold text-lg flex items-center gap-2">
+          <RefreshCw size={20} className="text-indigo-400" />
+          Gestion du Dataset
+        </h3>
+        <p className="text-xs text-slate-500">Exportez vos sessions étiquetées en ZIP et archivez-les pour nettoyer la galerie.</p>
+      </div>
+
+      <div className="flex gap-3">
+        <button 
+          onClick={handleExport}
+          disabled={isExporting}
+          className="flex items-center gap-2 bg-indigo-600 hover:bg-indigo-500 disabled:opacity-50 px-5 py-2.5 rounded-xl text-sm font-bold transition-all hover:scale-105 active:scale-95 shadow-lg shadow-indigo-600/20"
+        >
+          <Download size={18} />
+          {isExporting ? "Préparation..." : "Télécharger ZIP"}
+        </button>
+
+        {!showArchiveConfirm ? (
+          <button 
+            onClick={() => setShowArchiveConfirm(true)}
+            className="flex items-center gap-2 bg-slate-800 hover:bg-slate-700 px-5 py-2.5 rounded-xl text-sm font-bold transition-all border border-slate-700"
+          >
+            <Archive size={18} />
+            Archiver les sessions
+          </button>
+        ) : (
+          <div className="flex items-center gap-2 animate-in fade-in slide-in-from-right-4 duration-300">
+            <div className="flex items-center gap-2 px-4 py-2 bg-rose-500/10 border border-rose-500/20 rounded-xl text-rose-400 text-xs font-bold">
+              <AlertTriangle size={14} />
+              Vider la galerie ?
+            </div>
+            <button 
+              onClick={handleArchive}
+              disabled={isArchiving}
+              className="bg-rose-600 hover:bg-rose-500 p-2.5 rounded-xl transition-colors disabled:opacity-50"
+            >
+              <Check size={18} className="text-white" />
+            </button>
+            <button 
+              onClick={() => setShowArchiveConfirm(false)}
+              className="bg-slate-800 hover:bg-slate-700 p-2.5 rounded-xl transition-colors"
+            >
+              <Archive size={18} className="text-slate-400" />
+            </button>
+          </div>
+        )}
+      </div>
+    </div>
+  );
+}
--- a/backendia/dashboard/src/components/PhotoEditor.tsx
+++ b/backendia/dashboard/src/components/PhotoEditor.tsx
@@ -0,0 +1,226 @@
+"use client";
+
+import { useState } from "react";
+import PhotoOverlay from "./PhotoOverlay";
+import { Info, Calendar, User, Smartphone, Cpu, Save, Edit2, X, Trash2, Check, Tag } from "lucide-react";
+import { API_BASE_URL } from "@/lib/api";
+import { useRouter } from "next/navigation";
+
+interface PhotoEditorProps {
+  initialPhoto: any;
+}
+
+const PREDEFINED_LABELS = ["bullet_hole", "tear", "miss", "rebound", "other"];
+
+export default function PhotoEditor({ initialPhoto }: PhotoEditorProps) {
+  const router = useRouter();
+  const [isEditing, setIsEditing] = useState(false);
+  const [photoData, setPhotoData] = useState(initialPhoto.data);
+  const [isSaving, setIsSaving] = useState(false);
+
+  const handleImpactsChange = (newImpacts: any[]) => {
+    setPhotoData({
+      ...photoData,
+      plotting: {
+        ...photoData.plotting,
+        impacts: newImpacts
+      }
+    });
+  };
+
+  const updateLabel = (index: number, label: string) => {
+    const newImpacts = [...photoData.plotting.impacts];
+    newImpacts[index] = { ...newImpacts[index], label };
+    handleImpactsChange(newImpacts);
+  };
+
+  const updateScore = (index: number, score: number) => {
+    const newImpacts = [...photoData.plotting.impacts];
+    newImpacts[index] = { ...newImpacts[index], score };
+    handleImpactsChange(newImpacts);
+  };
+
+  const handleSave = async () => {
+    setIsSaving(true);
+    try {
+      const response = await fetch(`${API_BASE_URL}/api/data/${initialPhoto.filename}`, {
+        method: "PUT",
+        headers: { "Content-Type": "application/json" },
+        body: JSON.stringify(photoData),
+      });
+
+      if (response.ok) {
+        setIsEditing(false);
+        router.refresh();
+      } else {
+        alert("Erreur lors de la sauvegarde");
+      }
+    } catch (error) {
+      console.error("Save error:", error);
+      alert("Erreur réseau");
+    } finally {
+      setIsSaving(false);
+    }
+  };
+
+  const impacts = photoData?.plotting?.impacts || [];
+
+  return (
+    <div className="grid grid-cols-1 xl:grid-cols-3 gap-8">
+      {/* Main View */}
+      <div className="xl:col-span-2 space-y-4">
+        <div className="flex items-center justify-between bg-slate-900/50 p-4 rounded-xl border border-slate-800">
+          <div className="flex items-center gap-3">
+            <div className={`w-2 h-2 rounded-full ${isEditing ? 'bg-amber-500 animate-pulse' : 'bg-emerald-500'}`} />
+            <span className="text-sm font-medium">
+              {isEditing ? "Mode Édition Actif" : "Mode Visualisation"}
+            </span>
+          </div>
+          
+          <div className="flex gap-2">
+            {isEditing ? (
+              <>
+                <button 
+                  onClick={() => {
+                    setPhotoData(initialPhoto.data);
+                    setIsEditing(false);
+                  }}
+                  className="flex items-center gap-2 bg-slate-800 hover:bg-slate-700 px-4 py-2 rounded-lg text-sm font-medium transition-colors"
+                >
+                  <X size={18} />
+                  Annuler
+                </button>
+                <button 
+                  onClick={handleSave}
+                  disabled={isSaving}
+                  className="flex items-center gap-2 bg-indigo-600 hover:bg-indigo-500 px-4 py-2 rounded-lg text-sm font-medium transition-colors disabled:opacity-50"
+                >
+                  <Save size={18} />
+                  {isSaving ? "Enregistrement..." : "Enregistrer"}
+                </button>
+              </>
+            ) : (
+              <button 
+                onClick={() => setIsEditing(true)}
+                className="flex items-center gap-2 bg-indigo-600 hover:bg-indigo-500 px-4 py-2 rounded-lg text-sm font-medium transition-colors"
+              >
+                <Edit2 size={18} />
+                Modifier les points
+              </button>
+            )}
+          </div>
+        </div>
+
+        <PhotoOverlay 
+          imageUrl={`${API_BASE_URL}${initialPhoto.imageUrl}`}
+          impacts={impacts}
+          targetCorners={photoData?.plotting?.target_corners || []}
+          isEditing={isEditing}
+          onImpactsChange={handleImpactsChange}
+        />
+      </div>
+
+      {/* Sidebar Info & Labeling */}
+      <div className="space-y-6">
+        {/* Labeling Section (Only if editing or has impacts) */}
+        <div className="bg-slate-900 border border-slate-800 rounded-2xl p-6 space-y-4">
+          <div className="flex items-center justify-between pb-4 border-b border-slate-800">
+            <div className="flex items-center gap-3">
+              <Tag className="text-indigo-400" size={20} />
+              <h3 className="font-bold text-lg">Étiquetage (Impacts)</h3>
+            </div>
+            <span className="bg-slate-800 text-slate-400 text-[10px] font-bold px-2 py-0.5 rounded">
+              {impacts.length} TOTAL
+            </span>
+          </div>
+
+          <div className="space-y-3 max-h-[400px] overflow-auto pr-2 custom-scrollbar">
+            {impacts.map((impact: any, index: number) => (
+              <div key={impact.id} className="bg-slate-950 p-3 rounded-xl border border-slate-800 space-y-3 group">
+                <div className="flex items-center justify-between">
+                  <span className="text-[10px] font-bold text-slate-500 uppercase">Impact #{impact.id}</span>
+                  {isEditing && (
+                    <button 
+                      onClick={(e) => {
+                        const newImpacts = impacts.filter((_: any, i: number) => i !== index);
+                        handleImpactsChange(newImpacts);
+                      }}
+                      className="text-slate-600 hover:text-rose-500 transition-colors"
+                    >
+                      <Trash2 size={14} />
+                    </button>
+                  )}
+                </div>
+
+                <div className="grid grid-cols-2 gap-2">
+                  <div className="space-y-1">
+                    <label className="text-[10px] text-slate-500 font-bold uppercase">Label</label>
+                    {isEditing ? (
+                      <select 
+                        value={impact.label}
+                        onChange={(e) => updateLabel(index, e.target.value)}
+                        className="w-full bg-slate-900 border border-slate-800 rounded px-2 py-1 text-xs outline-none focus:border-indigo-500"
+                      >
+                        {PREDEFINED_LABELS.map(l => <option key={l} value={l}>{l}</option>)}
+                      </select>
+                    ) : (
+                      <div className="text-xs text-indigo-300 font-medium">{impact.label}</div>
+                    )}
+                  </div>
+                  <div className="space-y-1">
+                    <label className="text-[10px] text-slate-500 font-bold uppercase">Score</label>
+                    {isEditing ? (
+                      <input 
+                        type="number"
+                        min="0"
+                        max="10"
+                        value={impact.score}
+                        onChange={(e) => updateScore(index, parseInt(e.target.value) || 0)}
+                        className="w-full bg-slate-900 border border-slate-800 rounded px-2 py-1 text-xs outline-none focus:border-indigo-500"
+                      />
+                    ) : (
+                      <div className="text-xs text-emerald-400 font-bold">{impact.score}</div>
+                    )}
+                  </div>
+                </div>
+              </div>
+            ))}
+
+            {impacts.length === 0 && (
+              <p className="text-center py-8 text-xs text-slate-500 italic">
+                Aucun impact détecté. {isEditing ? "Cliquez sur l'image pour en ajouter." : ""}
+              </p>
+            )}
+          </div>
+        </div>
+
+        {/* Metadata Card (Read Only) */}
+        <div className="bg-slate-900/50 border border-slate-800 rounded-2xl p-6 space-y-4 opacity-80">
+          <div className="flex items-center gap-3 pb-2 border-b border-slate-800">
+            <Info className="text-slate-400" size={18} />
+            <h3 className="font-bold text-sm text-slate-300">Métadonnées Session</h3>
+          </div>
+          <div className="space-y-3">
+            <InfoItem icon={<Calendar size={14} />} label="Date" value={photoData ? new Date(photoData.timestamp).toLocaleString() : 'Inconnue'} />
+            <InfoItem icon={<User size={14} />} label="Contributeur" value={photoData?.wallet_hash || 'Anonyme'} isMono />
+            <InfoItem icon={<Smartphone size={14} />} label="Appareil" value={photoData?.device_info?.model || 'Inconnu'} />
+          </div>
+        </div>
+      </div>
+    </div>
+  );
+}
+
+function InfoItem({ icon, label, value, isMono = false }: any) {
+  return (
+    <div className="flex flex-col gap-0.5">
+      <div className="flex items-center gap-1.5 text-[10px] text-slate-500 font-bold uppercase">
+        {icon}
+        {label}
+      </div>
+      <p className={`text-xs text-slate-300 ${isMono ? 'font-mono truncate' : ''}`}>
+        {value}
+      </p>
+    </div>
+  );
+}
--- a/backendia/dashboard/src/components/PhotoOverlay.tsx
+++ b/backendia/dashboard/src/components/PhotoOverlay.tsx
@@ -0,0 +1,183 @@
+"use client";
+
+import { useEffect, useRef, useState } from "react";
+
+interface Point {
+  norm_x: number;
+  norm_y: number;
+}
+
+interface Impact {
+  id: number;
+  label: string;
+  score: number;
+  coords: Point;
+}
+
+interface PhotoOverlayProps {
+  imageUrl: string;
+  impacts: Impact[];
+  targetCorners: Point[];
+  isEditing?: boolean;
+  onImpactsChange?: (impacts: Impact[]) => void;
+}
+
+export default function PhotoOverlay({
+  imageUrl,
+  impacts,
+  targetCorners,
+  isEditing = false,
+  onImpactsChange
+}: PhotoOverlayProps) {
+  const containerRef = useRef<HTMLDivElement>(null);
+  const [dimensions, setDimensions] = useState({ width: 0, height: 0 });
+  const [dragIndex, setDragIndex] = useState<number | null>(null);
+
+  useEffect(() => {
+    const updateDimensions = () => {
+      if (containerRef.current) {
+        setDimensions({
+          width: containerRef.current.offsetWidth,
+          height: containerRef.current.offsetHeight,
+        });
+      }
+    };
+
+    updateDimensions();
+    window.addEventListener("resize", updateDimensions);
+    return () => window.removeEventListener("resize", updateDimensions);
+  }, []);
+
+  const handleImageClick = (e: React.MouseEvent) => {
+    if (!isEditing || !onImpactsChange || dragIndex !== null) return;
+
+    const rect = containerRef.current?.getBoundingClientRect();
+    if (!rect) return;
+
+    // Calculer les coordonnées normalisées
+    const x = (e.clientX - rect.left) / dimensions.width;
+    const y = (e.clientY - rect.top) / dimensions.height;
+
+    // Créer un nouvel impact
+    const newImpact: Impact = {
+      id: impacts.length > 0 ? Math.max(...impacts.map(i => i.id)) + 1 : 1,
+      label: "bullet_hole",
+      score: 10,
+      coords: { norm_x: x, norm_y: y }
+    };
+
+    onImpactsChange([...impacts, newImpact]);
+  };
+
+  const handleMouseMove = (e: React.MouseEvent) => {
+    if (dragIndex === null || !onImpactsChange) return;
+
+    const rect = containerRef.current?.getBoundingClientRect();
+    if (!rect) return;
+
+    const x = (e.clientX - rect.left) / dimensions.width;
+    const y = (e.clientY - rect.top) / dimensions.height;
+
+    const newImpacts = [...impacts];
+    newImpacts[dragIndex] = {
+      ...newImpacts[dragIndex],
+      coords: { norm_x: x, norm_y: y }
+    };
+
+    onImpactsChange(newImpacts);
+  };
+
+  const deleteImpact = (e: React.MouseEvent, index: number) => {
+    e.stopPropagation();
+    if (!isEditing || !onImpactsChange) return;
+    const newImpacts = impacts.filter((_, i) => i !== index);
+    onImpactsChange(newImpacts);
+  };
+
+  return (
+    <div
+      ref={containerRef}
+      className={`relative w-full flex items-center justify-center bg-slate-900 rounded-2xl overflow-hidden border border-slate-800 shadow-2xl min-h-[400px] ${isEditing ? 'cursor-crosshair' : ''}`}
+      onClick={handleImageClick}
+      onMouseMove={handleMouseMove}
+      onMouseUp={() => setDragIndex(null)}
+      onMouseLeave={() => setDragIndex(null)}
+    >
+      {/* eslint-disable-next-line @next/next/no-img-element */}
+      <img
+        src={imageUrl}
+        alt="Target Analysis"
+        className="max-w-full max-h-[80vh] object-contain select-none"
+        draggable={false}
+        onLoad={(e) => {
+          const img = e.currentTarget;
+          setDimensions({ width: img.clientWidth, height: img.clientHeight });
+        }}
+      />
+
+      {dimensions.width > 0 && (
+        <svg
+          className="absolute pointer-events-none"
+          viewBox={`0 0 ${dimensions.width} ${dimensions.height}`}
+          style={{ width: dimensions.width, height: dimensions.height }}
+        >
+          {/* Draw Target Box if corners exist */}
+          {targetCorners && targetCorners.length === 4 && (
+            <polygon
+              points={targetCorners.map(c => `${c.norm_x * dimensions.width},${c.norm_y * dimensions.height}`).join(' ')}
+              fill="rgba(79, 70, 229, 0.15)"
+              stroke="#6366f1"
+              strokeWidth="2"
+              strokeDasharray="4 2"
+            />
+          )}
+
+          {/* Draw Impacts */}
+          {impacts.map((impact, index) => (
+            <g key={impact.id}>
+              {/* Glow effect */}
+              <circle
+                cx={impact.coords.norm_x * dimensions.width}
+                cy={impact.coords.norm_y * dimensions.height}
+                r={isEditing ? "12" : "8"}
+                fill={isEditing ? "rgba(244, 63, 94, 0.2)" : "rgba(244, 63, 94, 0.3)"}
+                className={isEditing ? 'pointer-events-auto cursor-move' : ''}
+                onMouseDown={(e) => {
+                  if (!isEditing) return;
+                  e.stopPropagation();
+                  setDragIndex(index);
+                }}
+                onContextMenu={(e) => deleteImpact(e, index)}
+              />
+              {/* Main circle */}
+              <circle
+                cx={impact.coords.norm_x * dimensions.width}
+                cy={impact.coords.norm_y * dimensions.height}
+                r="5"
+                fill="#f43f5e"
+                stroke="white"
+                strokeWidth="1.5"
+              />
+              {/* Score text */}
+              <text
+                x={impact.coords.norm_x * dimensions.width}
+                y={impact.coords.norm_y * dimensions.height - 10}
+                className="text-[12px] font-bold fill-white text-center select-none"
+                textAnchor="middle"
+                style={{ textShadow: '0 0 4px rgba(0,0,0,0.9), 1px 1px 0 rgba(0,0,0,0.9)' }}
+              >
+                {impact.score}
+              </text>
+            </g>
+          ))}
+        </svg>
+      )}
+
+      {isEditing && (
+        <div className="absolute bottom-4 right-4 bg-slate-950/80 backdrop-blur-md px-3 py-1.5 rounded-full text-[10px] font-bold text-indigo-400 border border-indigo-500/30">
+          MODE ÉDITION : CLIC POUR AJOUTER • DRAG POUR DÉPLACER • CLIC DROIT POUR SUPPRIMER
+        </div>
+      )}
+    </div>
+  );
+}
--- a/backendia/dashboard/src/lib/api.ts
+++ b/backendia/dashboard/src/lib/api.ts
@@ -0,0 +1,11 @@
+export const API_BASE_URL = 'http://127.0.0.1:3000';
+
+export async function fetchApi(endpoint: string) {
+  const res = await fetch(`${API_BASE_URL}${endpoint}`, {
+    cache: 'no-store',
+  });
+  if (!res.ok) {
+    throw new Error(`Failed to fetch ${endpoint}`);
+  }
+  return res.json();
+}
--- a/backendia/dashboard/tsconfig.json
+++ b/backendia/dashboard/tsconfig.json
@@ -0,0 +1,34 @@
+{
+  "compilerOptions": {
+    "target": "ES2017",
+    "lib": ["dom", "dom.iterable", "esnext"],
+    "allowJs": true,
+    "skipLibCheck": true,
+    "strict": true,
+    "noEmit": true,
+    "esModuleInterop": true,
+    "module": "esnext",
+    "moduleResolution": "bundler",
+    "resolveJsonModule": true,
+    "isolatedModules": true,
+    "jsx": "react-jsx",
+    "incremental": true,
+    "plugins": [
+      {
+        "name": "next"
+      }
+    ],
+    "paths": {
+      "@/*": ["./src/*"]
+    }
+  },
+  "include": [
+    "next-env.d.ts",
+    "**/*.ts",
+    "**/*.tsx",
+    ".next/types/**/*.ts",
+    ".next/dev/types/**/*.ts",
+    "**/*.mts"
+  ],
+  "exclude": ["node_modules"]
+}
--- a/backendia/exports/.gitkeep
+++ b/backendia/exports/.gitkeep
@@ -0,0 +1 @@
+# Keep directory structure
--- a/backendia/package-lock.json
+++ b/backendia/package-lock.json
--- a/backendia/package.json
+++ b/backendia/package.json
@@ -0,0 +1,22 @@
+{
+  "name": "backendia",
+  "version": "1.0.0",
+  "description": "",
+  "main": "index.js",
+  "scripts": {
+    "start": "node server.js",
+    "dashboard": "cd dashboard && npm run dev -- -p 3001",
+    "test": "echo \"Error: no test specified\" && exit 1"
+  },
+  "keywords": [],
+  "author": "",
+  "license": "ISC",
+  "dependencies": {
+    "adm-zip": "^0.5.17",
+    "cors": "^2.8.6",
+    "dotenv": "^17.4.2",
+    "express": "^5.2.1",
+    "multer": "^2.1.1",
+    "sqlite3": "^6.0.1"
+  }
+}
--- a/backendia/server.js
+++ b/backendia/server.js
@@ -0,0 +1,346 @@
+const express = require('express');
+const multer = require('multer');
+const cors = require('cors');
+const path = require('path');
+const fs = require('fs');
+const sqlite3 = require('sqlite3').verbose();
+const AdmZip = require('adm-zip');
+
+
+const app = express();
+const PORT = process.env.PORT || 3000;
+
+// Middleware
+app.use(cors());
+app.use(express.json());
+
+// Arborescence demandée
+const uploadDir = path.join(__dirname, 'uploads');
+const imagesDir = path.join(uploadDir, 'images');
+const dataDir = path.join(uploadDir, 'data');
+const exportsDir = path.join(__dirname, 'exports');
+
+// S'assurer que les dossiers existent
+[uploadDir, imagesDir, dataDir, exportsDir].forEach(dir => {
+    if (!fs.existsSync(dir)) {
+        fs.mkdirSync(dir, { recursive: true });
+    }
+});
+
+// Initialisation de la base de données SQLite
+const dbPath = path.join(dataDir, 'database.sqlite');
+const db = new sqlite3.Database(dbPath, (err) => {
+    if (err) {
+        console.error('Erreur de connexion à SQLite:', err.message);
+    } else {
+        console.log('Connecté à la base de données SQLite.');
+        db.run(`CREATE TABLE IF NOT EXISTS user_stats (
+            wallet_hash TEXT PRIMARY KEY,
+            photo_count INTEGER DEFAULT 0,
+            last_upload DATETIME DEFAULT CURRENT_TIMESTAMP
+        )`);
+    }
+});
+
+// Configuration de multer pour le stockage des fichiers
+const storage = multer.diskStorage({
+    destination: function (req, file, cb) {
+        cb(null, imagesDir); // Les photos vont dans uploads/images/
+    },
+    filename: function (req, file, cb) {
+        // Créer un nom de fichier unique tout en gardant l'extension originale
+        const uniqueSuffix = Date.now() + '-' + Math.round(Math.random() * 1E9);
+        const ext = path.extname(file.originalname);
+        cb(null, file.fieldname + '-' + uniqueSuffix + ext);
+    }
+});
+
+const upload = multer({ 
+    storage: storage,
+    limits: {
+        fileSize: 15 * 1024 * 1024 // Limite de taille: 15 MB
+    },
+    fileFilter: (req, file, cb) => {
+        const ext = path.extname(file.originalname).toLowerCase();
+        const allowedExts = ['.jpg', '.jpeg', '.png', '.gif', '.webp'];
+        
+        // Accepter si c'est un mimetype image OU si l'extension est celle d'une image
+        if (file.mimetype.startsWith('image/') || allowedExts.includes(ext) || file.mimetype === 'application/octet-stream') {
+            cb(null, true);
+        } else {
+            console.error(`Fichier rejeté: mimetype=${file.mimetype}, extension=${ext}`);
+            cb(new Error('Seules les images sont autorisées !'), false);
+        }
+    }
+});
+
+// Routes de base
+app.get('/api/health', (req, res) => {
+    res.json({ status: 'ok', message: 'Le serveur backend IA fonctionne' });
+});
+
+// Route pour l'upload de photo + données JSON
+// Attend un form-data avec un champ nommé 'photo' et un champ texte 'plotting'
+app.post('/api/upload', upload.single('photo'), (req, res) => {
+    try {
+        if (!req.file) {
+            return res.status(400).json({ error: 'Aucune photo fournie' });
+        }
+        
+        let plottingData = {};
+        if (req.body.plotting) {
+            try {
+                plottingData = JSON.parse(req.body.plotting);
+            } catch (e) {
+                console.error("Erreur parsing JSON:", e);
+                return res.status(400).json({ error: 'Le champ plotting doit être un JSON valide' });
+            }
+        }
+
+        // Nom de base sans l'extension
+        const baseFilename = path.parse(req.file.filename).name;
+        const jsonFilename = `${baseFilename}.json`;
+        const jsonFilePath = path.join(dataDir, jsonFilename);
+
+        // Sauvegarde du JSON dans uploads/data/
+        fs.writeFileSync(jsonFilePath, JSON.stringify(plottingData, null, 2));
+
+        // Mise à jour de la BDD si on a un wallet_hash
+        const walletHash = plottingData.wallet_hash;
+        if (walletHash) {
+            db.run(`
+                INSERT INTO user_stats (wallet_hash, photo_count, last_upload) 
+                VALUES (?, 1, CURRENT_TIMESTAMP)
+                ON CONFLICT(wallet_hash) DO UPDATE SET 
+                photo_count = photo_count + 1,
+                last_upload = CURRENT_TIMESTAMP
+            `, [walletHash], function(err) {
+                if (err) {
+                    console.error("Erreur lors de la mise à jour des stats :", err);
+                } else {
+                    console.log(`Stats mises à jour pour le wallet_hash ${walletHash.substring(0, 8)}...`);
+                }
+            });
+        }
+        
+        console.log(`Données reçues et sauvegardées:`);
+        console.log(`- Image: uploads/images/${req.file.filename}`);
+        console.log(`- JSON : uploads/data/${jsonFilename}`);
+        
+        res.status(200).json({
+            message: 'Photo et données uploadées avec succès',
+            file: {
+                filename: req.file.filename,
+                url: `/uploads/images/${req.file.filename}`,
+                size: req.file.size
+            },
+            data: {
+                filename: jsonFilename
+            }
+        });
+    } catch (error) {
+        console.error('Erreur lors de l\'upload:', error);
+        res.status(500).json({ error: 'Erreur interne du serveur lors de l\'upload' });
+    }
+});
+
+// Route pour récupérer toutes les photos disponibles
+app.get('/api/photos', (req, res) => {
+    try {
+        fs.readdir(imagesDir, (err, files) => {
+            if (err) {
+                return res.status(500).json({ error: 'Impossible de lire le dossier des photos' });
+            }
+            
+            const photos = files.map(file => ({
+                filename: file,
+                url: `/uploads/images/${file}`
+            }));
+            
+            res.status(200).json({ photos });
+        });
+    } catch (error) {
+        res.status(500).json({ error: 'Erreur serveur' });
+    }
+});
+
+// Route pour récupérer les statistiques d'un wallet_hash
+app.get('/api/stats/:wallet_hash', (req, res) => {
+    const walletHash = req.params.wallet_hash;
+    
+    db.get('SELECT photo_count, last_upload FROM user_stats WHERE wallet_hash = ?', [walletHash], (err, row) => {
+        if (err) {
+            return res.status(500).json({ error: 'Erreur lors de la lecture des statistiques' });
+        }
+        
+        if (row) {
+            res.json({ status: 'ok', stats: row });
+        } else {
+            res.json({ status: 'ok', stats: { photo_count: 0, last_upload: null } });
+        }
+    });
+});
+
+// Route pour récupérer TOUS les contributeurs
+app.get('/api/contributors', (req, res) => {
+    db.all('SELECT * FROM user_stats ORDER BY photo_count DESC', [], (err, rows) => {
+        if (err) {
+            return res.status(500).json({ error: 'Erreur lors de la lecture des contributeurs' });
+        }
+        res.json({ contributors: rows });
+    });
+});
+
+// Route pour récupérer toutes les données (Photos + JSON)
+app.get('/api/all-data', (req, res) => {
+    try {
+        fs.readdir(imagesDir, (err, files) => {
+            if (err) {
+                return res.status(500).json({ error: 'Impossible de lire le dossier des photos' });
+            }
+            
+            const allData = files.map(file => {
+                const baseName = path.parse(file).name;
+                const jsonPath = path.join(dataDir, `${baseName}.json`);
+                let plotting = null;
+                
+                if (fs.existsSync(jsonPath)) {
+                    try {
+                        plotting = JSON.parse(fs.readFileSync(jsonPath, 'utf8'));
+                    } catch (e) {
+                        console.error(`Erreur lecture JSON pour ${file}`);
+                    }
+                }
+                
+                return {
+                    filename: file,
+                    imageUrl: `/uploads/images/${file}`,
+                    data: plotting
+                };
+            });
+            
+            res.status(200).json({ data: allData });
+        });
+    } catch (error) {
+        res.status(500).json({ error: 'Erreur serveur' });
+    }
+});
+
+// Route pour mettre à jour les données JSON d'une session
+app.put('/api/data/:filename', (req, res) => {
+    const filename = req.params.filename;
+    const baseName = path.parse(filename).name;
+    const jsonPath = path.join(dataDir, `${baseName}.json`);
+
+    try {
+        if (!fs.existsSync(jsonPath)) {
+            return res.status(404).json({ error: 'Fichier JSON non trouvé' });
+        }
+
+        // On écrase le fichier avec les nouvelles données reçues
+        const newData = req.body;
+        fs.writeFileSync(jsonPath, JSON.stringify(newData, null, 2));
+
+        console.log(`Données mises à jour pour : ${baseName}.json`);
+        res.status(200).json({ message: 'Données mises à jour avec succès' });
+    } catch (error) {
+        console.error('Erreur lors de la mise à jour du JSON:', error);
+        res.status(500).json({ error: 'Erreur serveur lors de la mise à jour' });
+    }
+});
+
+// Route pour exporter toutes les données en ZIP
+app.get('/api/export/zip', (req, res) => {
+    try {
+        const zip = new AdmZip();
+        
+        // Ajouter les dossiers au ZIP
+        if (fs.existsSync(imagesDir)) zip.addLocalFolder(imagesDir, 'images');
+        if (fs.existsSync(dataDir)) zip.addLocalFolder(dataDir, 'data');
+        
+        const zipFilename = `dataset_export_${Date.now()}.zip`;
+        const zipPath = path.join(exportsDir, zipFilename);
+        
+        // Sauvegarder sur le disque
+        zip.writeZip(zipPath);
+        
+        // Envoyer le fichier au client
+        res.download(zipPath, zipFilename, (err) => {
+            if (err) console.error("Erreur lors de l'envoi du ZIP:", err);
+            // Optionnel: supprimer le ZIP local après envoi si vous voulez gagner de la place
+            // fs.unlinkSync(zipPath);
+        });
+    } catch (error) {
+        console.error('Erreur lors de la création du ZIP:', error);
+        res.status(500).json({ error: 'Erreur lors de la création de l\'archive' });
+    }
+});
+
+// Route pour archiver et vider les dossiers uploads
+app.post('/api/export/archive', (req, res) => {
+    try {
+        const archiveName = `archive_${new Date().toISOString().replace(/[:.]/g, '-')}`;
+        const archivePath = path.join(exportsDir, archiveName);
+        
+        if (!fs.existsSync(archivePath)) {
+            fs.mkdirSync(archivePath, { recursive: true });
+        }
+
+        // Fonction pour déplacer les fichiers
+        const moveFiles = (source, destSubDir) => {
+            const dest = path.join(archivePath, destSubDir);
+            if (!fs.existsSync(dest)) fs.mkdirSync(dest, { recursive: true });
+            
+            const files = fs.readdirSync(source);
+            files.forEach(file => {
+                // Ne pas déplacer la base de données sqlite
+                if (file === 'database.sqlite') return;
+                
+                const oldPath = path.join(source, file);
+                const newPath = path.join(dest, file);
+                
+                try {
+                    fs.renameSync(oldPath, newPath);
+                } catch (e) {
+                    // Fallback si renameSync échoue (ex: disque différent)
+                    fs.copyFileSync(oldPath, newPath);
+                    fs.unlinkSync(oldPath);
+                }
+            });
+        };
+
+        moveFiles(imagesDir, 'images');
+        moveFiles(dataDir, 'data');
+
+        res.json({ message: 'Données archivées avec succès', archive: archiveName });
+    } catch (error) {
+        console.error('Erreur lors de l\'archivage:', error);
+        res.status(500).json({ error: 'Erreur lors de l\'archivage des données' });
+    }
+});
+
+// Servir les fichiers statiques (pour pouvoir accéder aux photos via URL)
+app.use('/uploads/images', express.static(imagesDir));
+
+// Gestion des erreurs
+app.use((err, req, res, next) => {
+    if (err instanceof multer.MulterError) {
+        if (err.code === 'LIMIT_FILE_SIZE') {
+            return res.status(400).json({ error: 'Le fichier est trop volumineux (limite 15MB)' });
+        }
+    }
+    console.error(err.stack);
+    res.status(500).json({ error: err.message || 'Une erreur inattendue est survenue' });
+});
+
+// Démarrer le serveur
+app.listen(PORT, () => {
+    console.log(`=================================`);
+    console.log(`Serveur Backend IA démarré`);
+    console.log(`Port: ${PORT}`);
+    console.log(`Dossiers:`);
+    console.log(` - Images: ${imagesDir}`);
+    console.log(` - Data  : ${dataDir}`);
+    console.log(` - Export: ${exportsDir}`);
+    console.log(`=================================`);
+});
--- a/backendia/uploads/data/database.sqlite
+++ b/backendia/uploads/data/database.sqlite
--- a/lib/features/analysis/analysis_provider.dart
+++ b/lib/features/analysis/analysis_provider.dart
@@ -18,6 +18,7 @@ import '../../services/score_calculator_service.dart';
 import '../../services/grouping_analyzer_service.dart';
 import '../../services/distortion_correction_service.dart';
 import '../../services/opencv_target_service.dart';
+import '../../services/ai_export_service.dart';

 enum AnalysisState { initial, loading, success, error }

@@ -223,6 +224,16 @@ class AnalysisProvider extends ChangeNotifier {
    notifyListeners();
  }

+  /// Update a shot's score manually
+  void updateShotScore(String shotId, int newScore) {
+    final index = _shots.indexWhere((shot) => shot.id == shotId);
+    if (index == -1) return;
+
+    _shots[index] = _shots[index].copyWith(score: newScore);
+    _recalculateScores();
+    notifyListeners();
+  }
+
  /// Auto-detect impacts using image processing
  Future<int> autoDetectImpacts({
    int darkThreshold = 80,
@@ -293,6 +304,8 @@ class AnalysisProvider extends ChangeNotifier {
    double param2 = 30,
    int minRadius = 5,
    int maxRadius = 50,
+    int minSize = 5,
+    int maxSize = 1000,
    int blurSize = 5,
    bool useContourDetection = true,
    double minCircularity = 0.6,
@@ -676,6 +689,42 @@ class AnalysisProvider extends ChangeNotifier {
    _groupingResult = _groupingAnalyzerService.analyzeGrouping(_shots);
  }

+  /// Exporte l'image et le json vers le backend IA
+  Future<bool> exportToAiBackend() async {
+    if (_imagePath == null || _targetType == null) {
+      _errorMessage = "Impossible d'exporter : image ou type de cible manquant.";
+      notifyListeners();
+      return false;
+    }
+
+    // Identifiant de session temporaire si non sauvegardée
+    final sessionId = _shots.isNotEmpty && _shots.first.sessionId.isNotEmpty
+        ? _shots.first.sessionId
+        : 'session_${DateTime.now().millisecondsSinceEpoch}';
+
+    final service = AiExportService(); // Local instanciation for simplicity
+    
+    _state = AnalysisState.loading;
+    notifyListeners();
+
+    final success = await service.exportData(
+      imagePath: _imagePath!,
+      sessionId: sessionId,
+      targetType: _targetType!,
+      targetCenterX: _targetCenterX,
+      targetCenterY: _targetCenterY,
+      targetRadius: _targetRadius,
+      shots: _shots,
+    );
+
+    _state = AnalysisState.success;
+    if (!success) {
+      _errorMessage = "Échec de l'export vers le serveur IA.";
+    }
+    notifyListeners();
+    return success;
+  }
+
  /// Save the session
  Future<Session> saveSession({String? notes}) async {
    if (_imagePath == null || _targetType == null) {
--- a/lib/features/analysis/analysis_screen.dart
+++ b/lib/features/analysis/analysis_screen.dart
@@ -15,6 +15,7 @@ import '../../data/repositories/session_repository.dart';
 import '../../services/target_detection_service.dart';
 import '../../services/score_calculator_service.dart';
 import '../../services/grouping_analyzer_service.dart';
+import '../../services/wallet_identity_service.dart';
 import 'analysis_provider.dart';
 import 'widgets/target_overlay.dart';
 import 'widgets/target_calibration.dart';
@@ -133,6 +134,47 @@ class _AnalysisScreenContentState extends State<_AnalysisScreenContent> {
              );
            },
          ),
+          FutureBuilder<bool>(
+            future: WalletIdentityService().isUploadEnabled(),
+            builder: (context, snapshot) {
+              final isEnabled = snapshot.data ?? false;
+              if (!isEnabled) return const SizedBox.shrink();
+
+              return IconButton(
+                icon: const Icon(Icons.cloud_upload),
+                onPressed: () async {
+                  final provider = context.read<AnalysisProvider>();
+                  if (provider.state != AnalysisState.success) return;
+
+                  ScaffoldMessenger.of(context).showSnackBar(
+                    const SnackBar(content: Text('Exportation en cours...')),
+                  );
+
+                  final success = await provider.exportToAiBackend();
+
+                  if (context.mounted) {
+                    ScaffoldMessenger.of(context).hideCurrentSnackBar();
+                    if (success) {
+                      ScaffoldMessenger.of(context).showSnackBar(
+                        const SnackBar(
+                          content: Text('Export réussi vers le backend IA !'),
+                          backgroundColor: AppTheme.successColor,
+                        ),
+                      );
+                    } else {
+                      ScaffoldMessenger.of(context).showSnackBar(
+                        SnackBar(
+                          content: Text(provider.errorMessage ?? 'Erreur d\'export'),
+                          backgroundColor: AppTheme.errorColor,
+                        ),
+                      );
+                    }
+                  }
+                },
+                tooltip: 'Exporter pour IA',
+              );
+            },
+          ),
          IconButton(
            icon: const Icon(Icons.help_outline),
            onPressed: () => _showHelpDialog(context),
@@ -274,68 +316,7 @@ class _AnalysisScreenContentState extends State<_AnalysisScreenContent> {
                  ),
                  child: Column(
                    children: [
-                      // Auto-calibrate button
-                      SizedBox(
-                        width: double.infinity,
-                        child: ElevatedButton.icon(
-                          onPressed: () async {
-                            ScaffoldMessenger.of(context).showSnackBar(
-                              const SnackBar(
-                                content: Row(
-                                  children: [
-                                    SizedBox(
-                                      width: 20,
-                                      height: 20,
-                                      child: CircularProgressIndicator(
-                                        strokeWidth: 2,
-                                        color: Colors.white,
-                                      ),
-                                    ),
-                                    SizedBox(width: 12),
-                                    Text('Auto-calibration en cours...'),
-                                  ],
-                                ),
-                                duration: Duration(seconds: 2),
-                              ),
-                            );

-                            final success = await provider
-                                .autoCalibrateTarget();
-
-                            if (context.mounted) {
-                              ScaffoldMessenger.of(
-                                context,
-                              ).hideCurrentSnackBar();
-                              if (success) {
-                                ScaffoldMessenger.of(context).showSnackBar(
-                                  const SnackBar(
-                                    content: Text(
-                                      'Cible calibrée automatiquement',
-                                    ),
-                                    backgroundColor: AppTheme.successColor,
-                                  ),
-                                );
-                              } else {
-                                ScaffoldMessenger.of(context).showSnackBar(
-                                  const SnackBar(
-                                    content: Text(
-                                      'Échec de la calibration auto',
-                                    ),
-                                    backgroundColor: AppTheme.errorColor,
-                                  ),
-                                );
-                              }
-                            }
-                          },
-                          icon: const Icon(Icons.auto_fix_high),
-                          label: const Text('Auto-Calibrer la Cible'),
-                          style: ElevatedButton.styleFrom(
-                            backgroundColor: Colors.deepPurple,
-                            foregroundColor: Colors.white,
-                          ),
-                        ),
-                      ),
-                      const SizedBox(height: 16),
                      // Ring count slider
                      Row(
                        children: [
@@ -387,57 +368,6 @@ class _AnalysisScreenContentState extends State<_AnalysisScreenContent> {
                          ),
                        ],
                      ),
-                      // Target size slider
-                      Row(
-                        children: [
-                          const Icon(
-                            Icons.zoom_out_map,
-                            color: Colors.white,
-                            size: 20,
-                          ),
-                          const SizedBox(width: 8),
-                          const Text(
-                            'Taille:',
-                            style: TextStyle(color: Colors.white),
-                          ),
-                          Expanded(
-                            child: Slider(
-                              value: provider.targetRadius.clamp(0.05, 3.0),
-                              min: 0.05,
-                              max: 3.0,
-                              label:
-                                  '${(provider.targetRadius * 100).toStringAsFixed(0)}%',
-                              activeColor: AppTheme.warningColor,
-                              onChanged: (value) {
-                                provider.adjustTargetPosition(
-                                  provider.targetCenterX,
-                                  provider.targetCenterY,
-                                  provider.targetInnerRadius,
-                                  value,
-                                  ringCount: provider.ringCount,
-                                );
-                              },
-                            ),
-                          ),
-                          Container(
-                            padding: const EdgeInsets.symmetric(
-                              horizontal: 12,
-                              vertical: 4,
-                            ),
-                            decoration: BoxDecoration(
-                              color: AppTheme.warningColor,
-                              borderRadius: BorderRadius.circular(12),
-                            ),
-                            child: Text(
-                              '${(provider.targetRadius * 100).toStringAsFixed(0)}%',
-                              style: const TextStyle(
-                                color: Colors.white,
-                                fontWeight: FontWeight.bold,
-                              ),
-                            ),
-                          ),
-                        ],
-                      ),
                      const Divider(color: Colors.white24, height: 16),
                      // Distortion correction row
                      /*Row(
@@ -793,6 +723,7 @@ class _AnalysisScreenContentState extends State<_AnalysisScreenContent> {
                ),
                // Overlay qui se transforme avec l'image
                TargetOverlay(
+                  showRings: true,
                  shots: provider.shots,
                  targetCenterX: provider.targetCenterX,
                  targetCenterY: provider.targetCenterY,
@@ -879,6 +810,7 @@ class _AnalysisScreenContentState extends State<_AnalysisScreenContent> {
                  ),
                  // Overlay qui se transforme avec l'image
                  TargetOverlay(
+                    showRings: true,
                    shots: provider.shots,
                    targetCenterX: provider.targetCenterX,
                    targetCenterY: provider.targetCenterY,
@@ -991,107 +923,7 @@ class _AnalysisScreenContentState extends State<_AnalysisScreenContent> {
  }

  Widget _buildActionButtons(BuildContext context, AnalysisProvider provider) {
-    return Column(
-      children: [
-        // Reference-based detection section
-        if (_isSelectingReferences) ...[
-          Card(
-            color: Colors.deepPurple.withValues(alpha: 0.1),
-            child: Padding(
-              padding: const EdgeInsets.all(12),
-              child: Column(
-                crossAxisAlignment: CrossAxisAlignment.start,
-                children: [
-                  Row(
-                    children: [
-                      const Icon(Icons.touch_app, color: Colors.deepPurple),
-                      const SizedBox(width: 8),
-                      Text(
-                        '${provider.referenceImpacts.length} reference(s) selectionnee(s)',
-                        style: const TextStyle(fontWeight: FontWeight.bold),
-                      ),
-                    ],
-                  ),
-                  const SizedBox(height: 8),
-                  const Text(
-                    'Touchez l\'image pour marquer 3-4 impacts de reference. '
-                    'L\'algorithme apprendra leurs caracteristiques pour detecter les autres.',
-                    style: TextStyle(fontSize: 12, color: Colors.grey),
-                  ),
-                  const SizedBox(height: 12),
-                  Row(
-                    children: [
-                      Expanded(
-                        child: OutlinedButton(
-                          onPressed: () {
-                            setState(() => _isSelectingReferences = false);
-                            provider.clearReferenceImpacts();
-                          },
-                          child: const Text('Annuler'),
-                        ),
-                      ),
-                      const SizedBox(width: 12),
-                      Expanded(
-                        child: ElevatedButton.icon(
-                          onPressed: provider.referenceImpacts.length >= 2
-                              ? () => _showCalibratedDetectionDialog(
-                                  context,
-                                  provider,
-                                )
-                              : null,
-                          icon: const Icon(Icons.auto_fix_high),
-                          label: const Text('Detecter'),
-                          style: ElevatedButton.styleFrom(
-                            backgroundColor: Colors.deepPurple,
-                            foregroundColor: Colors.white,
-                          ),
-                        ),
-                      ),
-                    ],
-                  ),
-                ],
-              ),
-            ),
-          ),
-          const SizedBox(height: 12),
-        ] else ...[
-          // désactiver le temps de l'amelioration du scripts d'auto-detection
-          // Auto-detect buttons row
-          // Row(
-          //   children: [
-          //     Expanded(
-          //       child: ElevatedButton.icon(
-          //         onPressed: () => _showAutoDetectDialog(context, provider),
-          //         icon: const Icon(Icons.auto_fix_high),
-          //         label: const Text('Auto-Detection'),
-          //         style: ElevatedButton.styleFrom(
-          //           backgroundColor: AppTheme.primaryColor,
-          //           foregroundColor: Colors.white,
-          //           padding: const EdgeInsets.symmetric(vertical: 12),
-          //         ),
-          //       ),
-          //     ),
-          //     const SizedBox(width: 12),
-          //     Expanded(
-          //       child: ElevatedButton.icon(
-          //         onPressed: () => setState(() => _isSelectingReferences = true),
-          //         icon: const Icon(Icons.touch_app),
-          //         label: const Text('Par Reference'),
-          //         style: ElevatedButton.styleFrom(
-          //           backgroundColor: Colors.deepPurple,
-          //           foregroundColor: Colors.white,
-          //           padding: const EdgeInsets.symmetric(vertical: 12),
-          //         ),
-          //       ),
-          //     ),
-          //   ],
-          // ),
-          const SizedBox(height: 12),
-        ],
-
-        // Manual actions
-      ],
-    );
+    return const SizedBox.shrink();
  }

  void _showHelpDialog(BuildContext context) {
@@ -1129,20 +961,67 @@ class _AnalysisScreenContentState extends State<_AnalysisScreenContent> {
    AnalysisProvider provider,
    String shotId,
  ) {
+    final shot = provider.shots.firstWhere((s) => s.id == shotId);
+    
    showModalBottomSheet(
      context: context,
+      shape: const RoundedRectangleBorder(
+        borderRadius: BorderRadius.vertical(top: Radius.circular(20)),
+      ),
      builder: (context) => SafeArea(
-        child: Wrap(
-          children: [
-            ListTile(
-              leading: const Icon(Icons.delete, color: AppTheme.errorColor),
-              title: const Text('Supprimer cet impact'),
-              onTap: () {
-                provider.removeShot(shotId);
-                Navigator.pop(context);
-              },
-            ),
-          ],
+        child: Padding(
+          padding: const EdgeInsets.all(20.0),
+          child: Column(
+            mainAxisSize: MainAxisSize.min,
+            children: [
+              Text(
+                'Modifier l\'impact',
+                style: Theme.of(context).textTheme.titleLarge,
+              ),
+              const SizedBox(height: 20),
+              // Dropdown for score
+              Row(
+                mainAxisAlignment: MainAxisAlignment.center,
+                children: [
+                  const Text('Valeur de l\'impact : ', style: TextStyle(fontSize: 16)),
+                  const SizedBox(width: 10),
+                  DropdownButton<int>(
+                    value: shot.score.clamp(0, 10),
+                    items: List.generate(11, (i) => i).map((i) {
+                      return DropdownMenuItem<int>(
+                        value: i,
+                        child: Text(i == 10 && provider.targetType == TargetType.concentric ? '10 (X)' : '$i'),
+                      );
+                    }).toList(),
+                    onChanged: (newScore) {
+                      if (newScore != null) {
+                        provider.updateShotScore(shotId, newScore);
+                        Navigator.pop(context);
+                      }
+                    },
+                  ),
+                ],
+              ),
+              const SizedBox(height: 20),
+              // Delete button at the bottom
+              SizedBox(
+                width: double.infinity,
+                child: ElevatedButton.icon(
+                  onPressed: () {
+                    provider.removeShot(shotId);
+                    Navigator.pop(context);
+                  },
+                  icon: const Icon(Icons.delete),
+                  label: const Text('SUPPRIMER L\'IMPACT'),
+                  style: ElevatedButton.styleFrom(
+                    backgroundColor: AppTheme.errorColor,
+                    foregroundColor: Colors.white,
+                    padding: const EdgeInsets.symmetric(vertical: 12),
+                  ),
+                ),
+              ),
+            ],
+          ),
        ),
      ),
    );
@@ -1187,7 +1066,7 @@ class _AnalysisScreenContentState extends State<_AnalysisScreenContent> {
    );
  }

-  /*
+
  void _showAutoDetectDialog(BuildContext context, AnalysisProvider provider) {
    // Detection settings
    bool clearExisting = true;
@@ -1197,9 +1076,6 @@ class _AnalysisScreenContentState extends State<_AnalysisScreenContent> {
    int maxImpactSize = 500;
    double minFillRatio = 0.5;

-    // NOTE: OpenCV désactivé - problèmes de build Windows
-    // Utilisation de la détection classique uniquement
-
    showDialog(
      context: context,
      builder: (context) => StatefulBuilder(
@@ -1216,11 +1092,12 @@ class _AnalysisScreenContentState extends State<_AnalysisScreenContent> {
              mainAxisSize: MainAxisSize.min,
              crossAxisAlignment: CrossAxisAlignment.start,
              children: [
+
                const Text(
-                  'Ajustez les parametres de detection:',
+                  'Détection Classique (Paramétrable):',
                  style: TextStyle(fontWeight: FontWeight.bold),
                ),
-                const SizedBox(height: 16),
+                const SizedBox(height: 8),

                // Dark threshold slider
                Text('Seuil de detection (zones sombres): $darkThreshold'),
@@ -1379,14 +1256,13 @@ class _AnalysisScreenContentState extends State<_AnalysisScreenContent> {
                }
              },
              icon: const Icon(Icons.search),
-              label: const Text('Detecter'),
+              label: const Text('Détecter (Classique)'),
            ),
          ],
        ),
      ),
    );
  }
-  */

  void _showCalibratedDetectionDialog(
    BuildContext context,
--- a/lib/features/analysis/widgets/target_overlay.dart
+++ b/lib/features/analysis/widgets/target_overlay.dart
@@ -25,6 +25,7 @@ class TargetOverlay extends StatelessWidget {
  final double? groupingDiameter;
  final List<Shot>? referenceImpacts;
  final double zoomScale;
+  final bool showRings;

  const TargetOverlay({
    super.key,
@@ -42,6 +43,7 @@ class TargetOverlay extends StatelessWidget {
    this.groupingDiameter,
    this.referenceImpacts,
    this.zoomScale = 1.0,
+    this.showRings = false,
  });

  @override
@@ -72,6 +74,7 @@ class TargetOverlay extends StatelessWidget {
              groupingDiameter: groupingDiameter,
              referenceImpacts: referenceImpacts,
              zoomScale: zoomScale,
+              showRings: showRings,
            ),
            child: Stack(
              children: shots.map((shot) {
@@ -132,6 +135,7 @@ class _TargetOverlayPainter extends CustomPainter {
  final double? groupingDiameter;
  final List<Shot>? referenceImpacts;
  final double zoomScale;
+  final bool showRings;

  _TargetOverlayPainter({
    required this.shots,
@@ -146,12 +150,15 @@ class _TargetOverlayPainter extends CustomPainter {
    this.groupingDiameter,
    this.referenceImpacts,
    this.zoomScale = 1.0,
+    this.showRings = false,
  });

  @override
  void paint(Canvas canvas, Size size) {
    // Draw target center indicator
-    _drawTargetCenter(canvas, size);
+    if (showRings) {
+      _drawTargetCenter(canvas, size);
+    }

    // Draw grouping circle
    if (groupingCenterX != null && groupingCenterY != null && groupingDiameter != null && shots.length > 1) {
@@ -371,6 +378,7 @@ class _TargetOverlayPainter extends CustomPainter {
        groupingCenterY != oldDelegate.groupingCenterY ||
        groupingDiameter != oldDelegate.groupingDiameter ||
        referenceImpacts != oldDelegate.referenceImpacts ||
-        zoomScale != oldDelegate.zoomScale;
+        zoomScale != oldDelegate.zoomScale ||
+        showRings != oldDelegate.showRings;
  }
 }
--- a/lib/features/home/home_screen.dart
+++ b/lib/features/home/home_screen.dart
@@ -12,6 +12,7 @@ import '../../data/repositories/session_repository.dart';
 import '../capture/capture_screen.dart';
 import '../history/history_screen.dart';
 import '../statistics/statistics_screen.dart';
+import '../settings/settings_screen.dart';
 import 'widgets/stats_card.dart';

 class HomeScreen extends StatefulWidget {
@@ -58,6 +59,11 @@ class _HomeScreenState extends State<HomeScreen> {
            onPressed: () => _navigateToHistory(context),
            tooltip: 'Historique',
          ),
+          IconButton(
+            icon: const Icon(Icons.settings),
+            onPressed: () => _navigateToSettings(context),
+            tooltip: 'Paramètres',
+          ),
        ],
      ),
      body: RefreshIndicator(
@@ -237,4 +243,11 @@ class _HomeScreenState extends State<HomeScreen> {
    // Refresh stats when returning
    _loadStats();
  }
+
+  void _navigateToSettings(BuildContext context) {
+    Navigator.push(
+      context,
+      MaterialPageRoute(builder: (_) => const SettingsScreen()),
+    );
+  }
 }
--- a/lib/features/settings/settings_screen.dart
+++ b/lib/features/settings/settings_screen.dart
@@ -0,0 +1,339 @@
+import 'package:flutter/material.dart';
+import 'package:flutter/services.dart';
+import 'dart:convert';
+import 'package:crypto/crypto.dart';
+import 'package:http/http.dart' as http;
+import '../../core/constants/app_constants.dart';
+import '../../core/theme/app_theme.dart';
+import '../../services/wallet_identity_service.dart';
+
+class SettingsScreen extends StatefulWidget {
+  const SettingsScreen({super.key});
+
+  @override
+  State<SettingsScreen> createState() => _SettingsScreenState();
+}
+
+class _SettingsScreenState extends State<SettingsScreen> {
+  final WalletIdentityService _walletService = WalletIdentityService();
+  String? _identityPhrase;
+  int? _photoCount;
+  bool _isLoadingStats = false;
+  bool _isUploadEnabled = false;
+
+  @override
+  void initState() {
+    super.initState();
+    _loadIdentity();
+  }
+
+  Future<void> _loadIdentity() async {
+    final phrase = await _walletService.getIdentityPhrase();
+    final isEnabled = await _walletService.isUploadEnabled();
+    if (mounted) {
+      setState(() {
+        _identityPhrase = phrase;
+        _isUploadEnabled = isEnabled;
+      });
+      _fetchStats(phrase);
+    }
+  }
+
+  Future<void> _fetchStats(String phrase) async {
+    setState(() => _isLoadingStats = true);
+    try {
+      final phraseBytes = utf8.encode(phrase);
+      final walletHash = sha256.convert(phraseBytes).toString();
+      
+      // Utilise 10.0.2.2 pour l'émulateur Android, sinon localhost
+      final baseUrl = Theme.of(context).platform == TargetPlatform.android 
+          ? 'http://10.0.2.2:3000' 
+          : 'http://localhost:3000';
+          
+      final response = await http.get(Uri.parse('$baseUrl/api/stats/$walletHash'));
+      
+      if (response.statusCode == 200) {
+        final data = jsonDecode(response.body);
+        if (mounted) {
+          setState(() {
+            _photoCount = data['stats']['photo_count'] ?? 0;
+            _isLoadingStats = false;
+          });
+        }
+      } else {
+        if (mounted) setState(() => _isLoadingStats = false);
+      }
+    } catch (e) {
+      print('Erreur lors du chargement des statistiques: $e');
+      if (mounted) setState(() => _isLoadingStats = false);
+    }
+  }
+
+  void _copyToClipboard() {
+    if (_identityPhrase != null) {
+      Clipboard.setData(ClipboardData(text: _identityPhrase!));
+      ScaffoldMessenger.of(context).showSnackBar(
+        const SnackBar(
+          content: Text('Identité copiée dans le presse-papiers'),
+          backgroundColor: AppTheme.successColor,
+        ),
+      );
+    }
+  }
+
+  void _showIdentityDialog() {
+    if (_identityPhrase == null) return;
+    
+    showDialog(
+      context: context,
+      builder: (context) => AlertDialog(
+        title: const Text('Votre Identité Unique', textAlign: TextAlign.center),
+        content: Column(
+          mainAxisSize: MainAxisSize.min,
+          children: [
+            const Icon(Icons.security, size: 48, color: AppTheme.primaryColor),
+            const SizedBox(height: 16),
+            const Text(
+              'Cette phrase de 15 mots vous identifie de manière unique. Ne la partagez qu\'en cas de besoin.',
+              textAlign: TextAlign.center,
+              style: TextStyle(fontSize: 14, color: Colors.grey),
+            ),
+            const SizedBox(height: 24),
+            Container(
+              padding: const EdgeInsets.all(16),
+              decoration: BoxDecoration(
+                color: Colors.grey.withAlpha(20),
+                borderRadius: BorderRadius.circular(8),
+                border: Border.all(color: AppTheme.primaryColor.withAlpha(100)),
+              ),
+              child: Text(
+                _identityPhrase!,
+                style: const TextStyle(
+                  fontSize: 16,
+                  fontWeight: FontWeight.w600,
+                  letterSpacing: 0.5,
+                  height: 1.5,
+                ),
+                textAlign: TextAlign.center,
+              ),
+            ),
+          ],
+        ),
+        actions: [
+          TextButton(
+            onPressed: () => Navigator.pop(context),
+            child: const Text('Fermer'),
+          ),
+          ElevatedButton.icon(
+            icon: const Icon(Icons.copy, size: 18),
+            label: const Text('Copier'),
+            onPressed: () {
+              _copyToClipboard();
+              Navigator.pop(context);
+            },
+          ),
+        ],
+      ),
+    );
+  }
+
+  void _showOptInDisclaimer(bool value) {
+    if (!value) {
+      // Si on désactive, pas besoin de disclaimer, on le fait direct.
+      _walletService.setUploadEnabled(false);
+      setState(() {
+        _isUploadEnabled = false;
+      });
+      return;
+    }
+
+    showDialog(
+      context: context,
+      barrierDismissible: false,
+      builder: (context) => AlertDialog(
+        title: const Text('Participer à l\'entraînement IA', textAlign: TextAlign.center),
+        content: const Column(
+          mainAxisSize: MainAxisSize.min,
+          children: [
+            Icon(Icons.psychology, size: 48, color: AppTheme.primaryColor),
+            SizedBox(height: 16),
+            Text(
+              'En activant cette option, vous acceptez d\'envoyer vos photos de cibles à notre serveur sécurisé.',
+              style: TextStyle(fontWeight: FontWeight.bold),
+              textAlign: TextAlign.center,
+            ),
+            SizedBox(height: 12),
+            Text(
+              '🔒 Anonymat Garanti : L\'envoi est totalement anonymisé. Votre identité est remplacée par un hash cryptographique incassable.',
+              style: TextStyle(fontSize: 13),
+            ),
+            SizedBox(height: 12),
+            Text(
+              '🎁 Avantages Futurs : Votre contribution (Hash de Wallet) sera comptabilisée. Lors de la sortie publique de notre IA, les participants actifs recevront des fonctionnalités premium ou des badges exclusifs en récompense !',
+              style: TextStyle(fontSize: 13),
+            ),
+          ],
+        ),
+        actions: [
+          TextButton(
+            onPressed: () => Navigator.pop(context),
+            child: const Text('Refuser', style: TextStyle(color: Colors.grey)),
+          ),
+          ElevatedButton(
+            style: ElevatedButton.styleFrom(backgroundColor: AppTheme.primaryColor),
+            onPressed: () {
+              _walletService.setUploadEnabled(true);
+              setState(() {
+                _isUploadEnabled = true;
+              });
+              Navigator.pop(context);
+              ScaffoldMessenger.of(context).showSnackBar(
+                const SnackBar(
+                  content: Text('Merci pour votre contribution !'),
+                  backgroundColor: AppTheme.successColor,
+                ),
+              );
+            },
+            child: const Text('J\'accepte', style: TextStyle(color: Colors.white)),
+          ),
+        ],
+      ),
+    );
+  }
+
+  @override
+  Widget build(BuildContext context) {
+    return Scaffold(
+      appBar: AppBar(
+        title: const Text('Paramètres'),
+      ),
+      body: ListView(
+        padding: const EdgeInsets.all(AppConstants.defaultPadding),
+        children: [
+          _buildSectionHeader('Identité'),
+          _buildSettingsTile(
+            context: context,
+            icon: Icons.fingerprint,
+            title: 'Identité Wallet',
+            subtitle: _identityPhrase != null ? 'Phrase de 15 mots générée' : 'Génération en cours...',
+            onTap: _showIdentityDialog,
+          ),
+          _buildSettingsTile(
+            context: context,
+            icon: Icons.color_lens_outlined,
+            title: 'Apparence',
+            subtitle: 'Thème clair/sombre (à venir)',
+            onTap: () {
+              ScaffoldMessenger.of(context).showSnackBar(
+                const SnackBar(content: Text('Fonctionnalité en développement')),
+              );
+            },
+          ),
+          
+          const SizedBox(height: 24),
+          _buildSectionHeader('Configuration Serveur IA'),
+          Card(
+            elevation: 0,
+            color: Colors.transparent,
+            margin: const EdgeInsets.only(bottom: 8.0),
+            child: SwitchListTile(
+              contentPadding: const EdgeInsets.symmetric(horizontal: 16.0, vertical: 4.0),
+              title: const Text('Participer à l\'entraînement IA', style: TextStyle(fontWeight: FontWeight.w500)),
+              subtitle: const Text('Aidez-nous à améliorer la détection tout en gagnant des avantages', style: TextStyle(fontSize: 12)),
+              secondary: const Icon(Icons.psychology, color: AppTheme.textPrimary),
+              value: _isUploadEnabled,
+              activeColor: AppTheme.primaryColor,
+              shape: RoundedRectangleBorder(
+                borderRadius: BorderRadius.circular(12.0),
+                side: BorderSide(color: Colors.grey.withAlpha(50), width: 1),
+              ),
+              onChanged: _showOptInDisclaimer,
+            ),
+          ),
+          if (_isUploadEnabled)
+            _buildSettingsTile(
+              context: context,
+              icon: Icons.cloud_outlined,
+              title: 'Adresse du Serveur IA',
+              subtitle: 'http://localhost:3000/api/upload',
+              onTap: () {
+                ScaffoldMessenger.of(context).showSnackBar(
+                  const SnackBar(content: Text('Changement d\'adresse à venir')),
+                );
+              },
+            ),
+          if (_isUploadEnabled)
+            _buildSettingsTile(
+            context: context,
+            icon: Icons.data_usage,
+            title: 'Photos Exportées',
+            subtitle: _isLoadingStats 
+                ? 'Chargement...' 
+                : (_photoCount != null ? '$_photoCount photos envoyées à l\'IA' : 'Non disponible'),
+            onTap: () {
+              if (_identityPhrase != null) {
+                _fetchStats(_identityPhrase!);
+              }
+            },
+          ),
+
+          const SizedBox(height: 24),
+          _buildSectionHeader('À propos'),
+          _buildSettingsTile(
+            context: context,
+            icon: Icons.info_outline,
+            title: 'Version de l\'application',
+            subtitle: '1.0.0',
+            onTap: () {},
+          ),
+          _buildSettingsTile(
+            context: context,
+            icon: Icons.privacy_tip_outlined,
+            title: 'Politique de confidentialité',
+            onTap: () {},
+          ),
+        ],
+      ),
+    );
+  }
+
+  Widget _buildSectionHeader(String title) {
+    return Padding(
+      padding: const EdgeInsets.symmetric(vertical: 8.0, horizontal: 4.0),
+      child: Text(
+        title,
+        style: const TextStyle(
+          fontSize: 14,
+          fontWeight: FontWeight.bold,
+          color: AppTheme.primaryColor,
+        ),
+      ),
+    );
+  }
+
+  Widget _buildSettingsTile({
+    required BuildContext context,
+    required IconData icon,
+    required String title,
+    String? subtitle,
+    required VoidCallback onTap,
+  }) {
+    return Card(
+      elevation: 0,
+      color: Colors.transparent,
+      margin: const EdgeInsets.only(bottom: 8.0),
+      child: ListTile(
+        contentPadding: const EdgeInsets.symmetric(horizontal: 16.0, vertical: 4.0),
+        leading: Icon(icon, color: AppTheme.textPrimary),
+        title: Text(title, style: const TextStyle(fontWeight: FontWeight.w500)),
+        subtitle: subtitle != null ? Text(subtitle, style: const TextStyle(fontSize: 12)) : null,
+        trailing: const Icon(Icons.chevron_right, color: Colors.grey),
+        shape: RoundedRectangleBorder(
+          borderRadius: BorderRadius.circular(12.0),
+          side: BorderSide(color: Colors.grey.withAlpha(50), width: 1),
+        ),
+        onTap: onTap,
+      ),
+    );
+  }
+}
--- a/lib/main.dart
+++ b/lib/main.dart
@@ -10,7 +10,6 @@ import 'services/target_detection_service.dart';
 import 'services/score_calculator_service.dart';
 import 'services/grouping_analyzer_service.dart';
 import 'services/image_processing_service.dart';
-import 'services/yolo_impact_detection_service.dart';

 void main() async {
  WidgetsFlutterBinding.ensureInitialized();
@@ -34,13 +33,9 @@ void main() async {
        Provider<ImageProcessingService>(
          create: (_) => ImageProcessingService(),
        ),
-        Provider<YOLOImpactDetectionService>(
-          create: (_) => YOLOImpactDetectionService(),
-        ),
        Provider<TargetDetectionService>(
          create: (context) => TargetDetectionService(
            imageProcessingService: context.read<ImageProcessingService>(),
-            yoloService: context.read<YOLOImpactDetectionService>(),
          ),
        ),
        Provider<ScoreCalculatorService>(
--- a/lib/services/ai_export_service.dart
+++ b/lib/services/ai_export_service.dart
@@ -0,0 +1,146 @@
+import 'dart:convert';
+import 'dart:io';
+import 'package:http/http.dart' as http;
+import 'package:device_info_plus/device_info_plus.dart';
+import 'package:crypto/crypto.dart';
+import '../data/models/shot.dart';
+import '../data/models/target_type.dart';
+import 'wallet_identity_service.dart';
+
+class AiExportService {
+  // Utilise 10.0.2.2 pour l'émulateur Android, sinon localhost.
+  // Pour un appareil physique, il faudra utiliser l'IP locale du PC (ex: 192.168.1.X).
+  static String get _defaultApiUrl {
+    if (Platform.isAndroid) {
+      return 'http://10.0.2.2:3000/api/upload';
+    }
+    return 'http://localhost:3000/api/upload';
+  }
+
+  /// Extrait les informations de l'appareil
+  Future<Map<String, dynamic>> _getDeviceInfo() async {
+    final DeviceInfoPlugin deviceInfoPlugin = DeviceInfoPlugin();
+    Map<String, dynamic> deviceData = {'model': 'Unknown', 'os': 'Unknown'};
+
+    try {
+      if (Platform.isAndroid) {
+        final androidInfo = await deviceInfoPlugin.androidInfo;
+        deviceData['model'] = '${androidInfo.brand} ${androidInfo.model}';
+        deviceData['os'] = 'Android ${androidInfo.version.release}';
+      } else if (Platform.isIOS) {
+        final iosInfo = await deviceInfoPlugin.iosInfo;
+        deviceData['model'] = iosInfo.name;
+        deviceData['os'] = '${iosInfo.systemName} ${iosInfo.systemVersion}';
+      } else if (Platform.isWindows) {
+        final windowsInfo = await deviceInfoPlugin.windowsInfo;
+        deviceData['model'] = 'Windows PC';
+        deviceData['os'] = 'Windows ${windowsInfo.majorVersion}.${windowsInfo.minorVersion}';
+      }
+    } catch (e) {
+      print('Erreur lors de la récupération des infos appareil: $e');
+    }
+
+    return deviceData;
+  }
+
+  /// Exporte l'image et les données de plotting vers le serveur
+  Future<bool> exportData({
+    required String imagePath,
+    required String sessionId,
+    required TargetType targetType,
+    required double targetCenterX,
+    required double targetCenterY,
+    required double targetRadius,
+    required List<Shot> shots,
+    String? apiUrl,
+  }) async {
+    try {
+      final url = Uri.parse(apiUrl ?? _defaultApiUrl);
+      final request = http.MultipartRequest('POST', url);
+
+      // 1. Prepare image
+      final file = File(imagePath);
+      if (!await file.exists()) {
+        throw Exception('Le fichier image n\'existe pas');
+      }
+
+      // Read image metadata (approximate dimensions since decoding image can be heavy)
+      // On the frontend we usually have aspectRatio, here we use generic values if not available.
+      final deviceData = await _getDeviceInfo();
+
+      // We approximate the target corners from center and radius
+      // radius is relative (0 to 1). We need image width/height to get pixels.
+      // But we can just pass relative corners as well, or a normalized bounding box.
+      // Let's create normalized corners (0 to 1).
+      final corners = [
+        {"norm_x": targetCenterX - targetRadius, "norm_y": targetCenterY - targetRadius},
+        {"norm_x": targetCenterX + targetRadius, "norm_y": targetCenterY - targetRadius},
+        {"norm_x": targetCenterX + targetRadius, "norm_y": targetCenterY + targetRadius},
+        {"norm_x": targetCenterX - targetRadius, "norm_y": targetCenterY + targetRadius},
+      ];
+
+      // Format the impacts
+      final formattedImpacts = shots.asMap().entries.map((entry) {
+        final index = entry.key;
+        final shot = entry.value;
+        return {
+          "id": index + 1,
+          "label": "bullet_hole",
+          "score": shot.score,
+          "coords": {
+            "norm_x": shot.x,
+            "norm_y": shot.y
+          }
+        };
+      }).toList();
+
+      // Get and hash the wallet identity
+      final walletService = WalletIdentityService();
+      final phrase = await walletService.getIdentityPhrase();
+      final phraseBytes = utf8.encode(phrase);
+      final walletHash = sha256.convert(phraseBytes).toString();
+
+      // Build JSON payload
+      final plottingJson = {
+        "session_id": sessionId,
+        "wallet_hash": walletHash,
+        "timestamp": DateTime.now().toIso8601String(),
+        "device_info": deviceData,
+        "target_metadata": {
+          "type": targetType.name,
+          "distance_meters": 25, // Default/placeholder
+          "weapon": "Unknown", // Default/placeholder
+          // The backend could extract exact width/height from the image. 
+        },
+        "plotting": {
+          "target_corners": corners,
+          "impacts": formattedImpacts
+        }
+      };
+
+      // Add fields to request
+      request.fields['plotting'] = jsonEncode(plottingJson);
+
+      // Add file
+      request.files.add(
+        await http.MultipartFile.fromPath('photo', imagePath),
+      );
+
+      // Send request
+      final response = await request.send();
+
+      if (response.statusCode == 200) {
+        final responseData = await response.stream.bytesToString();
+        print('Export réussi: $responseData');
+        return true;
+      } else {
+        final errorData = await response.stream.bytesToString();
+        print('Erreur d\'export: ${response.statusCode} - $errorData');
+        return false;
+      }
+    } catch (e) {
+      print('Exception lors de l\'export: $e');
+      return false;
+    }
+  }
+}
--- a/lib/services/target_detection_service.dart
+++ b/lib/services/target_detection_service.dart
@@ -2,8 +2,6 @@ import 'dart:math' as math;
 import '../data/models/target_type.dart';
 import 'image_processing_service.dart';
 import 'opencv_impact_detection_service.dart';
-import 'yolo_impact_detection_service.dart';
-
 export 'image_processing_service.dart'
    show ImpactDetectionSettings, ReferenceImpact, ImpactCharacteristics;
 export 'opencv_impact_detection_service.dart'
@@ -55,16 +53,13 @@ class DetectedImpactResult {
 class TargetDetectionService {
  final ImageProcessingService _imageProcessingService;
  final OpenCVImpactDetectionService _opencvService;
-  final YOLOImpactDetectionService _yoloService;

  TargetDetectionService({
    ImageProcessingService? imageProcessingService,
    OpenCVImpactDetectionService? opencvService,
-    YOLOImpactDetectionService? yoloService,
  }) : _imageProcessingService =
           imageProcessingService ?? ImageProcessingService(),
-       _opencvService = opencvService ?? OpenCVImpactDetectionService(),
-       _yoloService = yoloService ?? YOLOImpactDetectionService();
+       _opencvService = opencvService ?? OpenCVImpactDetectionService();

  /// Detect target and impacts from an image file
  TargetDetectionResult detectTarget(String imagePath, TargetType targetType) {
@@ -379,40 +374,4 @@ class TargetDetectionService {
    }
  }

-  /// Détecte les impacts en utilisant YOLOv8
-  Future<List<DetectedImpactResult>> detectImpactsWithYOLO(
-    String imagePath,
-    TargetType targetType,
-    double centerX,
-    double centerY,
-    double radius,
-    int ringCount,
-  ) async {
-    try {
-      final impacts = await _yoloService.detectImpacts(imagePath);
-
-      return impacts.map((impact) {
-        final score = targetType == TargetType.concentric
-            ? _calculateConcentricScoreWithRings(
-                impact.x,
-                impact.y,
-                centerX,
-                centerY,
-                radius,
-                ringCount,
-              )
-            : _calculateSilhouetteScore(impact.x, impact.y, centerX, centerY);
-
-        return DetectedImpactResult(
-          x: impact.x,
-          y: impact.y,
-          radius: impact.radius,
-          suggestedScore: score,
-        );
-      }).toList();
-    } catch (e) {
-      print('Erreur détection YOLOv8: $e');
-      return [];
-    }
-  }
 }
--- a/lib/services/wallet_identity_service.dart
+++ b/lib/services/wallet_identity_service.dart
@@ -0,0 +1,112 @@
+import 'dart:math';
+import 'dart:convert';
+import 'package:crypto/crypto.dart';
+import 'package:shared_preferences/shared_preferences.dart';
+import 'package:device_info_plus/device_info_plus.dart';
+import 'dart:io';
+
+class WalletIdentityService {
+  static const String _prefsKey = 'wallet_identity_phrase';
+  static const String _uploadEnabledKey = 'is_ai_upload_enabled';
+  
+  // A standard list of 256 words (8 bits of entropy per word)
+  static const List<String> _wordList = [
+    // ... same as before
+    'abandon', 'ability', 'able', 'about', 'above', 'absent', 'absorb', 'abstract', 'absurd', 'abuse',
+    'access', 'accident', 'account', 'accuse', 'achieve', 'acid', 'acoustic', 'acquire', 'across', 'act',
+    'action', 'actor', 'actress', 'actual', 'adapt', 'add', 'addict', 'address', 'adjust', 'admit',
+    'adult', 'advance', 'advice', 'aerobic', 'affair', 'afford', 'afraid', 'again', 'age', 'agent',
+    'agree', 'ahead', 'aim', 'air', 'airport', 'aisle', 'alarm', 'album', 'alcohol', 'alert',
+    'alien', 'all', 'alley', 'allow', 'almost', 'alone', 'alpha', 'already', 'also', 'alter',
+    'always', 'amateur', 'amazing', 'among', 'amount', 'amused', 'analyst', 'anchor', 'ancient', 'anger',
+    'angle', 'angry', 'animal', 'ankle', 'announce', 'annual', 'another', 'answer', 'antenna', 'antique',
+    'anxiety', 'any', 'apart', 'apology', 'appear', 'apple', 'approve', 'april', 'arch', 'arctic',
+    'area', 'arena', 'argue', 'arm', 'armed', 'armor', 'army', 'around', 'arrange', 'arrest',
+    'arrive', 'arrow', 'art', 'artefact', 'artist', 'artwork', 'ask', 'aspect', 'assault', 'asset',
+    'assist', 'assume', 'asthma', 'athlete', 'atom', 'attack', 'attend', 'attitude', 'attract', 'auction',
+    'audit', 'august', 'aunt', 'author', 'auto', 'autumn', 'average', 'avocado', 'avoid', 'awake',
+    'aware', 'away', 'awesome', 'awful', 'awkward', 'axis', 'baby', 'bachelor', 'bacon', 'badge',
+    'bag', 'balance', 'balcony', 'ball', 'bamboo', 'banana', 'banner', 'bar', 'barely', 'bargain',
+    'barrel', 'base', 'basic', 'basket', 'battle', 'beach', 'bean', 'beauty', 'because', 'become',
+    'beef', 'before', 'begin', 'behave', 'behind', 'believe', 'below', 'belt', 'bench', 'benefit',
+    'best', 'betray', 'better', 'between', 'beyond', 'bicycle', 'bid', 'bike', 'bind', 'biology',
+    'bird', 'birth', 'bitter', 'black', 'blade', 'blame', 'blanket', 'blast', 'bleak', 'bless',
+    'blind', 'blood', 'blossom', 'blouse', 'blue', 'blur', 'blush', 'board', 'boat', 'body',
+    'boil', 'bomb', 'bone', 'bonus', 'book', 'boost', 'border', 'boring', 'borrow', 'boss',
+    'bottom', 'bounce', 'box', 'boy', 'bracket', 'brain', 'brand', 'brass', 'brave', 'bread',
+    'breeze', 'brick', 'bridge', 'brief', 'bright', 'bring', 'brisk', 'broccoli', 'broken', 'bronze',
+    'broom', 'brother', 'brown', 'brush', 'bubble', 'buddy', 'budget', 'buffalo', 'build', 'bulb',
+    'bulk', 'bullet', 'bundle', 'bunker', 'burden', 'burger', 'burst', 'bus', 'business', 'butter'
+  ];
+
+  /// Vérifie si l'utilisateur a accepté l'envoi de données à l'IA
+  Future<bool> isUploadEnabled() async {
+    final prefs = await SharedPreferences.getInstance();
+    return prefs.getBool(_uploadEnabledKey) ?? false;
+  }
+
+  /// Active ou désactive l'envoi de données
+  Future<void> setUploadEnabled(bool enabled) async {
+    final prefs = await SharedPreferences.getInstance();
+    await prefs.setBool(_uploadEnabledKey, enabled);
+  }
+
+  /// Gets the unique 15-word identity phrase
+  Future<String> getIdentityPhrase() async {
+    final prefs = await SharedPreferences.getInstance();
+    
+    // Check if we already generated it
+    final existingPhrase = prefs.getString(_prefsKey);
+    if (existingPhrase != null && existingPhrase.isNotEmpty) {
+      return existingPhrase;
+    }
+    
+    // Generate new phrase based on device ID
+    final phrase = await _generatePhraseFromDevice();
+    
+    // Save for future use
+    await prefs.setString(_prefsKey, phrase);
+    
+    return phrase;
+  }
+
+  Future<String> _generatePhraseFromDevice() async {
+    final deviceInfo = DeviceInfoPlugin();
+    String deviceId = 'unknown_device_${DateTime.now().millisecondsSinceEpoch}';
+    
+    try {
+      if (Platform.isAndroid) {
+        final androidInfo = await deviceInfo.androidInfo;
+        deviceId = androidInfo.id; // Unique Android ID
+      } else if (Platform.isIOS) {
+        final iosInfo = await deviceInfo.iosInfo;
+        deviceId = iosInfo.identifierForVendor ?? deviceId;
+      } else if (Platform.isWindows) {
+        final windowsInfo = await deviceInfo.windowsInfo;
+        deviceId = windowsInfo.deviceId;
+      }
+    } catch (e) {
+      print('Erreur lecture device ID: $e');
+    }
+    
+    // Add a salt to the device ID
+    final salt = 'bully_app_wallet_salt_v1';
+    final bytes = utf8.encode(deviceId + salt);
+    final digest = sha256.convert(bytes);
+    
+    // Use the hash to seed a random number generator
+    // We take the first 4 bytes of the hash as the seed
+    final seedBytes = digest.bytes.sublist(0, 4);
+    final seed = (seedBytes[0] << 24) | (seedBytes[1] << 16) | (seedBytes[2] << 8) | seedBytes[3];
+    
+    final random = Random(seed);
+    
+    List<String> phraseWords = [];
+    for (int i = 0; i < 15; i++) {
+      final randomIndex = random.nextInt(_wordList.length);
+      phraseWords.add(_wordList[randomIndex]);
+    }
+    
+    return phraseWords.join(' ');
+  }
+}
--- a/lib/services/yolo_impact_detection_service.dart
+++ b/lib/services/yolo_impact_detection_service.dart
@@ -1,174 +0,0 @@
-import 'dart:io';
-import 'dart:math' as math;
-import 'dart:typed_data';
-import 'package:tflite_flutter/tflite_flutter.dart';
-import 'package:image/image.dart' as img;
-import 'target_detection_service.dart';
-
-class YOLOImpactDetectionService {
-  Interpreter? _interpreter;
-
-  static const String modelPath = 'assets/models/yolov11n_impact.tflite';
-  static const String labelsPath = 'assets/models/labels.txt';
-
-  Future<void> init() async {
-    if (_interpreter != null) return;
-
-    try {
-      // Try loading the specific YOLOv11 model first, fallback to v8 if not found
-      try {
-        _interpreter = await Interpreter.fromAsset(modelPath);
-      } catch (e) {
-        print('YOLOv11 model not found at $modelPath, trying YOLOv8 fallback');
-        _interpreter = await Interpreter.fromAsset(
-          'assets/models/yolov8n_impact.tflite',
-        );
-      }
-
-      print('YOLO Interpreter loaded successfully');
-    } catch (e) {
-      print('Error loading YOLO model: $e');
-    }
-  }
-
-  Future<List<DetectedImpactResult>> detectImpacts(String imagePath) async {
-    if (_interpreter == null) await init();
-    if (_interpreter == null) return [];
-
-    try {
-      final bytes = File(imagePath).readAsBytesSync();
-      final originalImage = img.decodeImage(bytes);
-      if (originalImage == null) return [];
-
-      // YOLOv8/v11 usually takes 640x640
-      const int inputSize = 640;
-      final resizedImage = img.copyResize(
-        originalImage,
-        width: inputSize,
-        height: inputSize,
-      );
-
-      // Prepare input tensor
-      var input = _imageToByteListFloat32(resizedImage, inputSize);
-
-      // Raw YOLO output shape usually [1, 4 + num_classes, 8400]
-      // For single class "impact", it's [1, 5, 8400]
-      var output = List<double>.filled(1 * 5 * 8400, 0).reshape([1, 5, 8400]);
-
-      _interpreter!.run(input, output);
-
-      return _processOutput(
-        output[0],
-        originalImage.width,
-        originalImage.height,
-      );
-    } catch (e) {
-      print('Error during YOLO inference: $e');
-      return [];
-    }
-  }
-
-  List<DetectedImpactResult> _processOutput(
-    List<List<double>> output,
-    int imgWidth,
-    int imgHeight,
-  ) {
-    final List<_Detection> candidates = [];
-    const double threshold = 0.25;
-
-    // output is [5, 8400] -> [x, y, w, h, conf]
-    for (int i = 0; i < 8400; i++) {
-      final double confidence = output[4][i];
-      if (confidence > threshold) {
-        candidates.add(
-          _Detection(
-            x: output[0][i],
-            y: output[1][i],
-            w: output[2][i],
-            h: output[3][i],
-            confidence: confidence,
-          ),
-        );
-      }
-    }
-
-    // Apply Non-Max Suppression (NMS)
-    final List<_Detection> suppressed = _nms(candidates);
-
-    return suppressed
-        .map(
-          (det) => DetectedImpactResult(
-            x: det.x / 640.0,
-            y: det.y / 640.0,
-            radius: 5.0,
-            suggestedScore: 0,
-          ),
-        )
-        .toList();
-  }
-
-  List<_Detection> _nms(List<_Detection> detections) {
-    if (detections.isEmpty) return [];
-
-    // Sort by confidence descending
-    detections.sort((a, b) => b.confidence.compareTo(a.confidence));
-
-    final List<_Detection> selected = [];
-    final List<bool> active = List.filled(detections.length, true);
-
-    for (int i = 0; i < detections.length; i++) {
-      if (!active[i]) continue;
-
-      selected.add(detections[i]);
-
-      for (int j = i + 1; j < detections.length; j++) {
-        if (!active[j]) continue;
-
-        if (_iou(detections[i], detections[j]) > 0.45) {
-          active[j] = false;
-        }
-      }
-    }
-
-    return selected;
-  }
-
-  double _iou(_Detection a, _Detection b) {
-    final double areaA = a.w * a.h;
-    final double areaB = b.w * b.h;
-
-    final double x1 = math.max(a.x - a.w / 2, b.x - b.w / 2);
-    final double y1 = math.max(a.y - a.h / 2, b.y - b.h / 2);
-    final double x2 = math.min(a.x + a.w / 2, b.x + b.w / 2);
-    final double y2 = math.min(a.y + a.h / 2, b.y + b.h / 2);
-
-    final double intersection = math.max(0.0, x2 - x1) * math.max(0.0, y2 - y1);
-    return intersection / (areaA + areaB - intersection);
-  }
-
-  Uint8List _imageToByteListFloat32(img.Image image, int inputSize) {
-    var convertedBytes = Float32List(1 * inputSize * inputSize * 3);
-    var buffer = Float32List.view(convertedBytes.buffer);
-    int pixelIndex = 0;
-    for (int i = 0; i < inputSize; i++) {
-      for (int j = 0; j < inputSize; j++) {
-        var pixel = image.getPixel(j, i);
-        buffer[pixelIndex++] = (pixel.r / 255.0);
-        buffer[pixelIndex++] = (pixel.g / 255.0);
-        buffer[pixelIndex++] = (pixel.b / 255.0);
-      }
-    }
-    return convertedBytes.buffer.asUint8List();
-  }
-}
-
-class _Detection {
-  final double x, y, w, h, confidence;
-  _Detection({
-    required this.x,
-    required this.y,
-    required this.w,
-    required this.h,
-    required this.confidence,
-  });
-}
--- a/linux/flutter/generated_plugins.cmake
+++ b/linux/flutter/generated_plugins.cmake
@@ -7,7 +7,6 @@ list(APPEND FLUTTER_PLUGIN_LIST
 )

 list(APPEND FLUTTER_FFI_PLUGIN_LIST
-  tflite_flutter
 )

 set(PLUGIN_BUNDLED_LIBRARIES)
--- a/macos/Flutter/GeneratedPluginRegistrant.swift
+++ b/macos/Flutter/GeneratedPluginRegistrant.swift
@@ -5,12 +5,16 @@
 import FlutterMacOS
 import Foundation

+import device_info_plus
 import file_selector_macos
 import path_provider_foundation
+import shared_preferences_foundation
 import sqflite_darwin

 func RegisterGeneratedPlugins(registry: FlutterPluginRegistry) {
+  DeviceInfoPlusMacosPlugin.register(with: registry.registrar(forPlugin: "DeviceInfoPlusMacosPlugin"))
  FileSelectorPlugin.register(with: registry.registrar(forPlugin: "FileSelectorPlugin"))
  PathProviderPlugin.register(with: registry.registrar(forPlugin: "PathProviderPlugin"))
+  SharedPreferencesPlugin.register(with: registry.registrar(forPlugin: "SharedPreferencesPlugin"))
  SqflitePlugin.register(with: registry.registrar(forPlugin: "SqflitePlugin"))
 }
--- a/pubspec.lock
+++ b/pubspec.lock
@@ -74,7 +74,7 @@ packages:
    source: hosted
    version: "0.3.5+2"
  crypto:
-    dependency: transitive
+    dependency: "direct main"
    description:
      name: crypto
      sha256: c8ea0233063ba03258fbcf2ca4d6dadfefe14f02fab57702265467a19f27fadf
@@ -97,6 +97,22 @@ packages:
      url: "https://pub.dev"
    source: hosted
    version: "2.2.1+1"
+  device_info_plus:
+    dependency: "direct main"
+    description:
+      name: device_info_plus
+      sha256: "6a642e1daa10190af89ba6cb6386c0df7d071a3592080bfe1e44faa63ae1df65"
+      url: "https://pub.dev"
+    source: hosted
+    version: "13.1.0"
+  device_info_plus_platform_interface:
+    dependency: transitive
+    description:
+      name: device_info_plus_platform_interface
+      sha256: "04b173a92e2d9161dfead145667037c8d834db725ce2e7b942bfe18fd2f45a46"
+      url: "https://pub.dev"
+    source: hosted
+    version: "8.1.0"
  equatable:
    dependency: transitive
    description:
@@ -117,10 +133,18 @@ packages:
    dependency: transitive
    description:
      name: ffi
-      sha256: d07d37192dbf97461359c1518788f203b0c9102cfd2c35a716b823741219542c
+      sha256: "6d7fd89431262d8f3125e81b50d3847a091d846eafcd4fdb88dd06f36d705a45"
      url: "https://pub.dev"
    source: hosted
-    version: "2.1.5"
+    version: "2.2.0"
+  ffi_leak_tracker:
+    dependency: transitive
+    description:
+      name: ffi_leak_tracker
+      sha256: "4093d4ef9ca06ffe2786e73bfb25e22aa92112b9bb4ec941f11e3e6b61489a97"
+      url: "https://pub.dev"
+    source: hosted
+    version: "0.1.2"
  file:
    dependency: transitive
    description:
@@ -233,7 +257,7 @@ packages:
    source: hosted
    version: "1.0.0"
  http:
-    dependency: transitive
+    dependency: "direct main"
    description:
      name: http
      sha256: "87721a4a50b19c7f1d49001e51409bddc46303966ce89a65af4f4e6004896412"
@@ -536,14 +560,62 @@ packages:
      url: "https://pub.dev"
    source: hosted
    version: "2.2.0"
-  quiver:
-    dependency: transitive
+  shared_preferences:
+    dependency: "direct main"
    description:
-      name: quiver
-      sha256: ea0b925899e64ecdfbf9c7becb60d5b50e706ade44a85b2363be2a22d88117d2
+      name: shared_preferences
+      sha256: c3025c5534b01739267eb7d76959bbc25a6d10f6988e1c2a3036940133dd10bf
      url: "https://pub.dev"
    source: hosted
-    version: "3.2.2"
+    version: "2.5.5"
+  shared_preferences_android:
+    dependency: transitive
+    description:
+      name: shared_preferences_android
+      sha256: e8d4762b1e2e8578fc4d0fd548cebf24afd24f49719c08974df92834565e2c53
+      url: "https://pub.dev"
+    source: hosted
+    version: "2.4.23"
+  shared_preferences_foundation:
+    dependency: transitive
+    description:
+      name: shared_preferences_foundation
+      sha256: "4e7eaffc2b17ba398759f1151415869a34771ba11ebbccd1b0145472a619a64f"
+      url: "https://pub.dev"
+    source: hosted
+    version: "2.5.6"
+  shared_preferences_linux:
+    dependency: transitive
+    description:
+      name: shared_preferences_linux
+      sha256: "580abfd40f415611503cae30adf626e6656dfb2f0cee8f465ece7b6defb40f2f"
+      url: "https://pub.dev"
+    source: hosted
+    version: "2.4.1"
+  shared_preferences_platform_interface:
+    dependency: transitive
+    description:
+      name: shared_preferences_platform_interface
+      sha256: "649dc798a33931919ea356c4305c2d1f81619ea6e92244070b520187b5140ef9"
+      url: "https://pub.dev"
+    source: hosted
+    version: "2.4.2"
+  shared_preferences_web:
+    dependency: transitive
+    description:
+      name: shared_preferences_web
+      sha256: c49bd060261c9a3f0ff445892695d6212ff603ef3115edbb448509d407600019
+      url: "https://pub.dev"
+    source: hosted
+    version: "2.4.3"
+  shared_preferences_windows:
+    dependency: transitive
+    description:
+      name: shared_preferences_windows
+      sha256: "94ef0f72b2d71bc3e700e025db3710911bd51a71cefb65cc609dd0d9a982e3c1"
+      url: "https://pub.dev"
+    source: hosted
+    version: "2.4.1"
  sky_engine:
    dependency: transitive
    description: flutter
@@ -661,14 +733,6 @@ packages:
      url: "https://pub.dev"
    source: hosted
    version: "0.7.9"
-  tflite_flutter:
-    dependency: "direct main"
-    description:
-      name: tflite_flutter
-      sha256: ffb8651fdb116ab0131d6dc47ff73883e0f634ad1ab12bb2852eef1bbeab4a6a
-      url: "https://pub.dev"
-    source: hosted
-    version: "0.10.4"
  typed_data:
    dependency: transitive
    description:
@@ -709,6 +773,22 @@ packages:
      url: "https://pub.dev"
    source: hosted
    version: "1.1.1"
+  win32:
+    dependency: transitive
+    description:
+      name: win32
+      sha256: ba7d5750e3441caa1bbe31d9e516348fcf8dfcb32aa29ef87a844a59f4d1f1d0
+      url: "https://pub.dev"
+    source: hosted
+    version: "6.1.0"
+  win32_registry:
+    dependency: transitive
+    description:
+      name: win32_registry
+      sha256: "73b1d78920a9d6e03f8b4e43e612b87bf3152a0e5c5e5150267762b7c4116904"
+      url: "https://pub.dev"
+    source: hosted
+    version: "3.0.3"
  xdg_directories:
    dependency: transitive
    description:
--- a/pubspec.yaml
+++ b/pubspec.yaml
@@ -63,9 +63,13 @@ dependencies:

  # Image processing for impact detection
  image: ^4.1.7
+  http: ^1.6.0
+  device_info_plus: ^13.1.0
+  shared_preferences: ^2.5.5
+  crypto: ^3.0.7

  # Machine Learning for YOLOv8
-  tflite_flutter: ^0.10.4
+  # tflite_flutter: ^0.11.0

 dev_dependencies:
  flutter_test:
@@ -91,6 +95,7 @@ flutter:

  # To add assets to your application, add an assets section, like this:
  # assets:
+  #   - assets/models/yolov8n_32.tflite
  #   - images/a_dot_burr.jpeg
  #   - images/a_dot_ham.jpeg

--- a/windows/flutter/generated_plugins.cmake
+++ b/windows/flutter/generated_plugins.cmake
@@ -7,7 +7,6 @@ list(APPEND FLUTTER_PLUGIN_LIST
 )

 list(APPEND FLUTTER_FFI_PLUGIN_LIST
-  tflite_flutter
 )

 set(PLUGIN_BUNDLED_LIBRARIES)
Author	SHA1	Message	Date
streaper2	6892d55c65	feat: add PhotoOverlay component for visualizing and editing impact coordinates	2026-05-07 21:07:55 +02:00
streaper2	cea2fab989	branch backend + ajout du serveur backend, next, et sqlite	2026-04-29 15:45:09 +02:00
streaper2	105eb1cab0	correction suppression modele yolo	2026-04-29 10:12:29 +02:00
streaper2	fba3b41f2f	desactivation de tous les scripts et ia, supression du modele yolo	2026-04-28 16:52:20 +02:00
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