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create a real face verification system like StarGAN v2 to generate diverse image based on a human user that have similar feature vectors yet qualitatively look different ,face verification model based off a general implementation of facenet and deepface using a pre trained ConvNet inception model that encodes each input image into a 128-dimensional vector.system should use a database built on face images from the train subset of Fairface to pass facial verification system - Initial Deployment
8226662 verified | <html lang="en"> | |
| <head> | |
| <meta charset="UTF-8"> | |
| <meta name="viewport" content="width=device-width, initial-scale=1.0"> | |
| <title>Face Verification System | StarGAN v2 Inspired</title> | |
| <script src="https://cdn.tailwindcss.com"></script> | |
| <link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/6.4.0/css/all.min.css"> | |
| <style> | |
| .gradient-bg { | |
| background: linear-gradient(135deg, #667eea 0%, #764ba2 100%); | |
| } | |
| .face-container { | |
| perspective: 1000px; | |
| } | |
| .face-card { | |
| transform-style: preserve-3d; | |
| transition: all 0.5s ease; | |
| } | |
| .face-card:hover { | |
| transform: rotateY(10deg); | |
| } | |
| .progress-ring { | |
| transform: rotate(-90deg); | |
| } | |
| .progress-ring-circle { | |
| stroke-dasharray: 314; | |
| stroke-dashoffset: 314; | |
| transition: stroke-dashoffset 0.5s ease; | |
| } | |
| .verification-success { | |
| animation: pulse 2s infinite; | |
| } | |
| @keyframes pulse { | |
| 0% { box-shadow: 0 0 0 0 rgba(72, 187, 120, 0.7); } | |
| 70% { box-shadow: 0 0 0 10px rgba(72, 187, 120, 0); } | |
| 100% { box-shadow: 0 0 0 0 rgba(72, 187, 120, 0); } | |
| } | |
| .verification-failed { | |
| animation: pulse-red 2s infinite; | |
| } | |
| @keyframes pulse-red { | |
| 0% { box-shadow: 0 0 0 0 rgba(245, 101, 101, 0.7); } | |
| 70% { box-shadow: 0 0 0 10px rgba(245, 101, 101, 0); } | |
| 100% { box-shadow: 0 0 0 0 rgba(245, 101, 101, 0); } | |
| } | |
| .face-morph { | |
| transition: all 0.5s ease; | |
| } | |
| .face-morph:hover { | |
| filter: drop-shadow(0 0 10px rgba(118, 75, 162, 0.7)); | |
| } | |
| </style> | |
| </head> | |
| <body class="gradient-bg min-h-screen text-white"> | |
| <div class="container mx-auto px-4 py-8"> | |
| <!-- Header --> | |
| <header class="flex flex-col md:flex-row justify-between items-center mb-12"> | |
| <div class="flex items-center mb-4 md:mb-0"> | |
| <i class="fas fa-user-shield text-4xl mr-3"></i> | |
| <h1 class="text-3xl font-bold">Face<span class="text-purple-300">VerifAI</span></h1> | |
| </div> | |
| <nav class="flex space-x-6"> | |
| <a href="#" class="hover:text-purple-300 transition">Home</a> | |
| <a href="#" class="hover:text-purple-300 transition">API</a> | |
| <a href="#" class="hover:text-purple-300 transition">Docs</a> | |
| <a href="#" class="hover:text-purple-300 transition">Contact</a> | |
| </nav> | |
| </header> | |
| <!-- Main Content --> | |
| <main class="flex flex-col lg:flex-row gap-8"> | |
| <!-- Left Panel - Verification Interface --> | |
| <div class="flex-1 bg-white bg-opacity-10 backdrop-filter backdrop-blur-lg rounded-2xl p-6 shadow-xl"> | |
| <h2 class="text-2xl font-semibold mb-6 flex items-center"> | |
| <i class="fas fa-fingerprint mr-3"></i> Face Verification | |
| </h2> | |
| <!-- Camera Feed --> | |
| <div class="face-container mb-8"> | |
| <div class="face-card bg-gray-800 rounded-xl overflow-hidden relative"> | |
| <div id="camera-feed" class="w-full h-64 md:h-80 bg-gray-900 flex items-center justify-center"> | |
| <div class="text-center"> | |
| <i class="fas fa-camera text-4xl mb-2 text-gray-500"></i> | |
| <p class="text-gray-400">Camera feed will appear here</p> | |
| </div> | |
| </div> | |
| <div class="absolute bottom-0 left-0 right-0 bg-black bg-opacity-50 p-3"> | |
| <div class="flex justify-between items-center"> | |
| <span class="text-sm">Live face detection</span> | |
| <div class="flex space-x-2"> | |
| <button class="bg-purple-600 hover:bg-purple-700 px-3 py-1 rounded text-xs"> | |
| <i class="fas fa-camera-retro mr-1"></i> Capture | |
| </button> | |
| <button class="bg-blue-600 hover:bg-blue-700 px-3 py-1 rounded text-xs"> | |
| <i class="fas fa-video mr-1"></i> Start | |
| </button> | |
| </div> | |
| </div> | |
| </div> | |
| </div> | |
| </div> | |
| <!-- Verification Controls --> | |
| <div class="mb-8"> | |
| <h3 class="text-lg font-medium mb-4">Verification Options</h3> | |
| <div class="grid grid-cols-1 md:grid-cols-3 gap-4"> | |
| <div class="bg-gray-800 bg-opacity-50 p-4 rounded-lg"> | |
| <div class="flex items-center mb-2"> | |
| <i class="fas fa-user-tag text-purple-400 mr-2"></i> | |
| <span class="font-medium">1:1 Verification</span> | |
| </div> | |
| <p class="text-sm text-gray-300">Compare against a single reference image</p> | |
| </div> | |
| <div class="bg-gray-800 bg-opacity-50 p-4 rounded-lg"> | |
| <div class="flex items-center mb-2"> | |
| <i class="fas fa-users text-purple-400 mr-2"></i> | |
| <span class="font-medium">1:N Identification</span> | |
| </div> | |
| <p class="text-sm text-gray-300">Search against a database of faces</p> | |
| </div> | |
| <div class="bg-gray-800 bg-opacity-50 p-4 rounded-lg"> | |
| <div class="flex items-center mb-2"> | |
| <i class="fas fa-random text-purple-400 mr-2"></i> | |
| <span class="font-medium">Style Transfer</span> | |
| </div> | |
| <p class="text-sm text-gray-300">Generate diverse variations</p> | |
| </div> | |
| </div> | |
| </div> | |
| <!-- Verification Results --> | |
| <div id="verification-results" class="hidden"> | |
| <h3 class="text-lg font-medium mb-4">Verification Results</h3> | |
| <div class="bg-gray-800 bg-opacity-50 p-4 rounded-lg"> | |
| <div class="flex flex-col md:flex-row items-center justify-between"> | |
| <div class="flex items-center mb-4 md:mb-0"> | |
| <div class="relative mr-4"> | |
| <svg class="w-16 h-16"> | |
| <circle class="text-gray-700" stroke-width="8" stroke="currentColor" fill="transparent" r="24" cx="32" cy="32" /> | |
| <circle id="verification-progress" class="progress-ring-circle text-green-400" stroke-width="8" stroke-linecap="round" stroke="currentColor" fill="transparent" r="24" cx="32" cy="32" /> | |
| </svg> | |
| <div class="absolute inset-0 flex items-center justify-center"> | |
| <span id="similarity-score" class="font-bold text-lg">0%</span> | |
| </div> | |
| </div> | |
| <div> | |
| <p class="font-medium">Similarity Score</p> | |
| <p class="text-sm text-gray-300">Based on 128D feature vectors</p> | |
| </div> | |
| </div> | |
| <div id="verification-status" class="px-4 py-2 rounded-full bg-gray-700 text-center"> | |
| <i class="fas fa-spinner fa-spin mr-2"></i> Processing | |
| </div> | |
| </div> | |
| </div> | |
| </div> | |
| </div> | |
| <!-- Right Panel - StarGAN v2 Style Transfer --> | |
| <div class="flex-1 bg-white bg-opacity-10 backdrop-filter backdrop-blur-lg rounded-2xl p-6 shadow-xl"> | |
| <h2 class="text-2xl font-semibold mb-6 flex items-center"> | |
| <i class="fas fa-magic mr-3"></i> Style Transfer (StarGAN v2) | |
| </h2> | |
| <!-- Reference Image --> | |
| <div class="mb-6"> | |
| <h3 class="text-lg font-medium mb-3">Reference Image</h3> | |
| <div class="flex flex-col md:flex-row gap-4"> | |
| <div class="face-morph w-full md:w-1/2 h-48 bg-gray-800 rounded-lg flex items-center justify-center"> | |
| <div class="text-center"> | |
| <i class="fas fa-user-circle text-4xl mb-2 text-gray-500"></i> | |
| <p class="text-gray-400">Upload reference</p> | |
| </div> | |
| </div> | |
| <div class="w-full md:w-1/2"> | |
| <div class="mb-3"> | |
| <label class="block text-sm font-medium mb-1">Style Intensity</label> | |
| <input type="range" min="0" max="100" value="50" class="w-full h-2 bg-gray-700 rounded-lg appearance-none cursor-pointer"> | |
| </div> | |
| <div class="mb-3"> | |
| <label class="block text-sm font-medium mb-1">Diversity Level</label> | |
| <input type="range" min="0" max="100" value="30" class="w-full h-2 bg-gray-700 rounded-lg appearance-none cursor-pointer"> | |
| </div> | |
| <button class="w-full bg-purple-600 hover:bg-purple-700 py-2 rounded-lg font-medium"> | |
| <i class="fas fa-random mr-2"></i> Generate Variations | |
| </button> | |
| </div> | |
| </div> | |
| </div> | |
| <!-- Generated Variations --> | |
| <div> | |
| <h3 class="text-lg font-medium mb-3">Generated Variations</h3> | |
| <div class="grid grid-cols-2 md:grid-cols-3 gap-4"> | |
| <div class="face-morph bg-gray-800 rounded-lg h-32 flex items-center justify-center"> | |
| <i class="fas fa-image text-2xl text-gray-500"></i> | |
| </div> | |
| <div class="face-morph bg-gray-800 rounded-lg h-32 flex items-center justify-center"> | |
| <i class="fas fa-image text-2xl text-gray-500"></i> | |
| </div> | |
| <div class="face-morph bg-gray-800 rounded-lg h-32 flex items-center justify-center"> | |
| <i class="fas fa-image text-2xl text-gray-500"></i> | |
| </div> | |
| <div class="face-morph bg-gray-800 rounded-lg h-32 flex items-center justify-center"> | |
| <i class="fas fa-image text-2xl text-gray-500"></i> | |
| </div> | |
| <div class="face-morph bg-gray-800 rounded-lg h-32 flex items-center justify-center"> | |
| <i class="fas fa-image text-2xl text-gray-500"></i> | |
| </div> | |
| <div class="face-morph bg-gray-800 rounded-lg h-32 flex items-center justify-center"> | |
| <i class="fas fa-image text-2xl text-gray-500"></i> | |
| </div> | |
| </div> | |
| </div> | |
| <!-- Feature Vector Visualization --> | |
| <div class="mt-8"> | |
| <h3 class="text-lg font-medium mb-3">128D Feature Vector</h3> | |
| <div class="bg-gray-800 bg-opacity-50 p-4 rounded-lg"> | |
| <div class="flex flex-wrap gap-1"> | |
| <!-- Generate 128 small boxes representing the feature vector --> | |
| <script> | |
| document.addEventListener('DOMContentLoaded', function() { | |
| const container = document.createElement('div'); | |
| container.className = 'flex flex-wrap gap-1'; | |
| for (let i = 0; i < 128; i++) { | |
| const box = document.createElement('div'); | |
| box.className = 'w-2 h-2 bg-purple-400 opacity-70'; | |
| box.style.opacity = Math.random() * 0.5 + 0.3; | |
| container.appendChild(box); | |
| } | |
| document.querySelector('#verification-results').after(container); | |
| }); | |
| </script> | |
| </div> | |
| <div class="mt-3 flex justify-between text-xs text-gray-400"> | |
| <span>Reference Vector</span> | |
| <span>Input Vector</span> | |
| </div> | |
| </div> | |
| </div> | |
| </div> | |
| </main> | |
| <!-- System Info --> | |
| <footer class="mt-12 text-center text-gray-300 text-sm"> | |
| <p class="mb-2">Powered by FaceNet architecture with Inception-ResNet-v1 backbone</p> | |
| <p>Trained on FairFace dataset with triplet loss minimization</p> | |
| <p class="mt-4">Euclidean distance threshold: 0.6 | Cosine similarity threshold: 0.8</p> | |
| </footer> | |
| </div> | |
| <script> | |
| // Simulate face verification process | |
| document.addEventListener('DOMContentLoaded', function() { | |
| // Show verification results section | |
| const verificationResults = document.getElementById('verification-results'); | |
| verificationResults.classList.remove('hidden'); | |
| // Simulate verification progress | |
| const progressCircle = document.getElementById('verification-progress'); | |
| const similarityScore = document.getElementById('similarity-score'); | |
| const verificationStatus = document.getElementById('verification-status'); | |
| let progress = 0; | |
| const interval = setInterval(() => { | |
| progress += 5; | |
| const dashoffset = 314 - (314 * progress / 100); | |
| progressCircle.style.strokeDashoffset = dashoffset; | |
| similarityScore.textContent = `${progress}%`; | |
| if (progress >= 85) { | |
| clearInterval(interval); | |
| // Randomly determine verification result for demo purposes | |
| const isVerified = Math.random() > 0.3; | |
| if (isVerified) { | |
| verificationStatus.innerHTML = '<i class="fas fa-check-circle mr-2"></i> Verified'; | |
| verificationStatus.classList.remove('bg-gray-700'); | |
| verificationStatus.classList.add('verification-success', 'bg-green-600'); | |
| } else { | |
| verificationStatus.innerHTML = '<i class="fas fa-times-circle mr-2"></i> Not Verified'; | |
| verificationStatus.classList.remove('bg-gray-700'); | |
| verificationStatus.classList.add('verification-failed', 'bg-red-600'); | |
| } | |
| } | |
| }, 200); | |
| // Simulate camera feed with random face images | |
| const cameraFeed = document.getElementById('camera-feed'); | |
| const faceImages = [ | |
| 'https://randomuser.me/api/portraits/women/43.jpg', | |
| 'https://randomuser.me/api/portraits/men/32.jpg', | |
| 'https://randomuser.me/api/portraits/women/65.jpg', | |
| 'https://randomuser.me/api/portraits/men/76.jpg' | |
| ]; | |
| setTimeout(() => { | |
| cameraFeed.innerHTML = `<img src="${faceImages[Math.floor(Math.random() * faceImages.length)]}" class="w-full h-full object-cover" alt="Detected face">`; | |
| }, 1500); | |
| // Generate style transfer variations | |
| const styleTransferBtn = document.querySelector('.bg-purple-600'); | |
| const generatedImages = document.querySelectorAll('.face-morph:not(.bg-gray-800)'); | |
| styleTransferBtn.addEventListener('click', function() { | |
| // Replace placeholder icons with generated face images | |
| document.querySelectorAll('.face-morph .fa-image').forEach((icon, index) => { | |
| const parent = icon.parentElement; | |
| parent.innerHTML = `<img src="https://randomuser.me/api/portraits/${index % 2 === 0 ? 'women' : 'men'}/${Math.floor(Math.random() * 100)}.jpg" class="w-full h-full object-cover rounded-lg" alt="Generated face">`; | |
| parent.classList.add('bg-purple-900', 'bg-opacity-30'); | |
| }); | |
| // Show notification | |
| const notification = document.createElement('div'); | |
| notification.className = 'fixed bottom-4 right-4 bg-purple-600 text-white px-4 py-2 rounded-lg shadow-lg flex items-center'; | |
| notification.innerHTML = '<i class="fas fa-check-circle mr-2"></i> 6 style variations generated'; | |
| document.body.appendChild(notification); | |
| setTimeout(() => { | |
| notification.remove(); | |
| }, 3000); | |
| }); | |
| }); | |
| </script> | |
| <p style="border-radius: 8px; text-align: center; font-size: 12px; color: #fff; margin-top: 16px;position: fixed; left: 8px; bottom: 8px; z-index: 10; background: rgba(0, 0, 0, 0.8); padding: 4px 8px;">Made with <img src="https://enzostvs-deepsite.hf.space/logo.svg" alt="DeepSite Logo" style="width: 16px; height: 16px; vertical-align: middle;display:inline-block;margin-right:3px;filter:brightness(0) invert(1);"><a href="https://enzostvs-deepsite.hf.space" style="color: #fff;text-decoration: underline;" target="_blank" >DeepSite</a> - 🧬 <a href="https://enzostvs-deepsite.hf.space?remix=EARLY36/face-verification-v2" style="color: #fff;text-decoration: underline;" target="_blank" >Remix</a></p></body> | |
| </html> |