Spaces:
Sleeping
Sleeping
Alp İpekçiler commited on
Commit ·
9e3caf3
1
Parent(s): 61f2517
Add Face Analysis backend (without models)
Browse files- Dockerfile +34 -0
- README.md +79 -5
- index.js +103 -0
- package-lock.json +2456 -0
- package.json +20 -0
Dockerfile
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@@ -0,0 +1,34 @@
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| 1 |
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FROM node:18-slim
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# Install canvas dependencies
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RUN apt-get update && apt-get install -y \
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build-essential \
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libcairo2-dev \
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libpango1.0-dev \
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libjpeg-dev \
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libgif-dev \
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librsvg2-dev \
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&& rm -rf /var/lib/apt/lists/*
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# Set working directory
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WORKDIR /app
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# Copy package files
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COPY package*.json ./
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# Install dependencies
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RUN npm install --production
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# Copy application files
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COPY index.js ./
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COPY models ./models
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# Expose port 7860 (Hugging Face Spaces default)
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EXPOSE 7860
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# Set environment variable for port
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ENV PORT=7860
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# Run the application
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CMD ["node", "index.js"]
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README.md
CHANGED
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@@ -1,11 +1,85 @@
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---
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-
title:
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-
emoji:
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colorFrom:
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colorTo:
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sdk: docker
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pinned: false
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license: mit
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---
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-
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---
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title: Face Analysis API
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emoji: 👤
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colorFrom: purple
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colorTo: pink
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sdk: docker
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pinned: false
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license: mit
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---
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# Face Analysis API
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This is a Node.js/Express API for face analysis using face-api.js with TensorFlow.js.
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## Features
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- 👤 Face detection using SSD MobileNet V1
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- 😊 Facial expression recognition
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- 🎂 Age estimation
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- ⚧️ Gender prediction
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- 📍 68-point facial landmarks
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- 🌐 CORS enabled for web applications
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## API Endpoints
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### POST /predict_face
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Upload an image to get face analysis.
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**Request:**
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- Method: POST
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- Content-Type: multipart/form-data
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- Body: `image` file
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**Response:**
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```json
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{
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"age": 25,
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"gender": "male",
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"genderProbability": 0.95,
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| 40 |
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"expressions": {
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"neutral": 0.7,
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"happy": 0.2,
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"sad": 0.05,
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"angry": 0.02,
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"fearful": 0.01,
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"disgusted": 0.01,
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"surprised": 0.01
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},
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"detection": {
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| 50 |
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"box": {
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"x": 100,
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"y": 50,
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"width": 200,
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"height": 250
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}
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},
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"landmarks": [
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{"x": 120, "y": 100},
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...
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],
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"imageDimensions": {
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"width": 640,
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"height": 480
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}
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}
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```
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## Models
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Uses pre-trained face-api.js models:
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- SSD MobileNet V1 for face detection
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- Face Landmark 68 Net
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- Face Recognition Net
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- Face Expression Net
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- Age Gender Net
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## Usage
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```bash
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curl -X POST -F "image=@face.jpg" https://alpingo23-facebackend.hf.space/predict_face
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```
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## License
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MIT
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index.js
ADDED
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@@ -0,0 +1,103 @@
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const express = require('express');
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const faceapi = require('face-api.js');
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const canvas = require('canvas');
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const { Canvas, Image, ImageData } = canvas;
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const fileUpload = require('express-fileupload');
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const path = require('path');
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const app = express();
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app.use(fileUpload());
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faceapi.env.monkeyPatch({ Canvas, Image, ImageData });
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// Model dosyalarının yolu
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const MODEL_PATH = path.join(__dirname, 'models');
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// Modelleri yükleme
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async function loadModels() {
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try {
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await Promise.all([
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faceapi.nets.ssdMobilenetv1.loadFromDisk(MODEL_PATH),
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faceapi.nets.faceLandmark68Net.loadFromDisk(MODEL_PATH),
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faceapi.nets.faceRecognitionNet.loadFromDisk(MODEL_PATH),
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faceapi.nets.faceExpressionNet.loadFromDisk(MODEL_PATH),
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faceapi.nets.ageGenderNet.loadFromDisk(MODEL_PATH),
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]);
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| 26 |
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console.log('Face-api.js models loaded.');
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| 27 |
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} catch (err) {
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| 28 |
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console.error('Error loading models:', err);
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throw err;
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| 30 |
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}
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| 31 |
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}
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// Sunucuyu başlatmadan önce modelleri yükle
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loadModels().then(() => {
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| 35 |
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const PORT = process.env.PORT || 5001;
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| 36 |
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app.listen(PORT, () => {
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console.log(`Face analysis server running on port ${PORT}`);
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});
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}).catch(err => {
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| 40 |
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console.error('Failed to start server due to model loading error:', err);
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| 41 |
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});
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| 42 |
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app.post('/predict_face', async (req, res) => {
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| 43 |
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if (!req.files || !req.files.image) {
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| 44 |
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return res.status(400).json({ error: 'No image provided' });
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| 45 |
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}
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| 46 |
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| 47 |
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const file = req.files.image;
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| 48 |
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| 49 |
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try {
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| 50 |
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// Görüntüyü canvas'a yükle
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| 51 |
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const img = await canvas.loadImage(file.data);
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| 52 |
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const origWidth = img.width;
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| 53 |
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const origHeight = img.height;
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| 54 |
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| 55 |
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// Görüntüyü analiz et (orijinal boyutlarda)
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const detections = await faceapi
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.detectAllFaces(img)
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| 58 |
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.withFaceLandmarks()
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.withFaceExpressions()
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.withAgeAndGender();
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| 62 |
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if (detections.length === 0) {
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| 63 |
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return res.status(400).json({ error: 'No face detected' });
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| 64 |
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}
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| 66 |
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// Sonuç objesini oluştur
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const result = detections.map(d => {
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// Koordinatları orijinal boyutlara göre döndür (face-api.js zaten orijinal boyutları kullanır)
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const box = {
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| 70 |
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x: d.detection.box.x,
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y: d.detection.box.y,
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width: d.detection.box.width,
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height: d.detection.box.height,
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};
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const landmarks = d.landmarks.positions.map(position => ({
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| 76 |
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x: position.x,
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y: position.y,
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}));
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| 79 |
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| 80 |
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return {
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| 81 |
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age: Math.round(d.age),
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gender: d.gender,
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genderProbability: d.genderProbability,
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expressions: d.expressions,
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detection: { box },
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landmarks,
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| 87 |
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imageDimensions: { width: origWidth, height: origHeight }, // Orijinal boyutları ekle
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};
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});
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// Loglama: Backend'den gönderilen boyutları ve koordinatları kontrol et
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console.log('Backend Image Dimensions:', result[0].imageDimensions);
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console.log('Backend Detection Box:', result[0].detection.box);
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console.log('Backend Landmarks Sample:', result[0].landmarks.slice(0, 5)); // İlk 5 landmark
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| 95 |
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| 96 |
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res.json(result[0]); // İlk yüzü döndür
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| 97 |
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} catch (err) {
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| 98 |
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console.error('Face analysis error:', err);
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| 99 |
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res.status(500).json({ error: 'Face analysis failed', details: err.message });
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| 100 |
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}
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});
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module.exports = app;
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package-lock.json
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+
"version": "16.2.0",
|
| 2430 |
+
"resolved": "https://registry.npmjs.org/yargs/-/yargs-16.2.0.tgz",
|
| 2431 |
+
"integrity": "sha512-D1mvvtDG0L5ft/jGWkLpG1+m0eQxOfaBvTNELraWj22wSVUMWxZUvYgJYcKh6jGGIkJFhH4IZPQhR4TKpc8mBw==",
|
| 2432 |
+
"license": "MIT",
|
| 2433 |
+
"dependencies": {
|
| 2434 |
+
"cliui": "^7.0.2",
|
| 2435 |
+
"escalade": "^3.1.1",
|
| 2436 |
+
"get-caller-file": "^2.0.5",
|
| 2437 |
+
"require-directory": "^2.1.1",
|
| 2438 |
+
"string-width": "^4.2.0",
|
| 2439 |
+
"y18n": "^5.0.5",
|
| 2440 |
+
"yargs-parser": "^20.2.2"
|
| 2441 |
+
},
|
| 2442 |
+
"engines": {
|
| 2443 |
+
"node": ">=10"
|
| 2444 |
+
}
|
| 2445 |
+
},
|
| 2446 |
+
"node_modules/yargs-parser": {
|
| 2447 |
+
"version": "20.2.9",
|
| 2448 |
+
"resolved": "https://registry.npmjs.org/yargs-parser/-/yargs-parser-20.2.9.tgz",
|
| 2449 |
+
"integrity": "sha512-y11nGElTIV+CT3Zv9t7VKl+Q3hTQoT9a1Qzezhhl6Rp21gJ/IVTW7Z3y9EWXhuUBC2Shnf+DX0antecpAwSP8w==",
|
| 2450 |
+
"license": "ISC",
|
| 2451 |
+
"engines": {
|
| 2452 |
+
"node": ">=10"
|
| 2453 |
+
}
|
| 2454 |
+
}
|
| 2455 |
+
}
|
| 2456 |
+
}
|
package.json
ADDED
|
@@ -0,0 +1,20 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"name": "face-analysis-backend",
|
| 3 |
+
"version": "1.0.0",
|
| 4 |
+
"main": "index.js",
|
| 5 |
+
"scripts": {
|
| 6 |
+
"test": "echo \"Error: no test specified\" && exit 1",
|
| 7 |
+
"start": "node index.js"
|
| 8 |
+
},
|
| 9 |
+
"keywords": [],
|
| 10 |
+
"author": "alpingo23",
|
| 11 |
+
"license": "ISC",
|
| 12 |
+
"description": "Backend for face analysis",
|
| 13 |
+
"dependencies": {
|
| 14 |
+
"@tensorflow/tfjs-node": "^4.22.0",
|
| 15 |
+
"canvas": "^3.1.0",
|
| 16 |
+
"express": "^4.21.2",
|
| 17 |
+
"express-fileupload": "^1.5.1",
|
| 18 |
+
"face-api.js": "^0.22.2"
|
| 19 |
+
}
|
| 20 |
+
}
|