Spaces:
Running
Running
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
Browse files- README.md +6 -4
- index.html +331 -19
README.md
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---
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title:
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emoji:
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colorFrom:
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---
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Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference
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title: face-verification-v2
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emoji: 🐳
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colorFrom: green
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sdk: static
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pinned: false
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tags:
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- deepsite
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---
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Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference
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index.html
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|
| 1 |
+
<!DOCTYPE html>
|
| 2 |
+
<html lang="en">
|
| 3 |
+
<head>
|
| 4 |
+
<meta charset="UTF-8">
|
| 5 |
+
<meta name="viewport" content="width=device-width, initial-scale=1.0">
|
| 6 |
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<title>Face Verification System | StarGAN v2 Inspired</title>
|
| 7 |
+
<script src="https://cdn.tailwindcss.com"></script>
|
| 8 |
+
<link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/6.4.0/css/all.min.css">
|
| 9 |
+
<style>
|
| 10 |
+
.gradient-bg {
|
| 11 |
+
background: linear-gradient(135deg, #667eea 0%, #764ba2 100%);
|
| 12 |
+
}
|
| 13 |
+
.face-container {
|
| 14 |
+
perspective: 1000px;
|
| 15 |
+
}
|
| 16 |
+
.face-card {
|
| 17 |
+
transform-style: preserve-3d;
|
| 18 |
+
transition: all 0.5s ease;
|
| 19 |
+
}
|
| 20 |
+
.face-card:hover {
|
| 21 |
+
transform: rotateY(10deg);
|
| 22 |
+
}
|
| 23 |
+
.progress-ring {
|
| 24 |
+
transform: rotate(-90deg);
|
| 25 |
+
}
|
| 26 |
+
.progress-ring-circle {
|
| 27 |
+
stroke-dasharray: 314;
|
| 28 |
+
stroke-dashoffset: 314;
|
| 29 |
+
transition: stroke-dashoffset 0.5s ease;
|
| 30 |
+
}
|
| 31 |
+
.verification-success {
|
| 32 |
+
animation: pulse 2s infinite;
|
| 33 |
+
}
|
| 34 |
+
@keyframes pulse {
|
| 35 |
+
0% { box-shadow: 0 0 0 0 rgba(72, 187, 120, 0.7); }
|
| 36 |
+
70% { box-shadow: 0 0 0 10px rgba(72, 187, 120, 0); }
|
| 37 |
+
100% { box-shadow: 0 0 0 0 rgba(72, 187, 120, 0); }
|
| 38 |
+
}
|
| 39 |
+
.verification-failed {
|
| 40 |
+
animation: pulse-red 2s infinite;
|
| 41 |
+
}
|
| 42 |
+
@keyframes pulse-red {
|
| 43 |
+
0% { box-shadow: 0 0 0 0 rgba(245, 101, 101, 0.7); }
|
| 44 |
+
70% { box-shadow: 0 0 0 10px rgba(245, 101, 101, 0); }
|
| 45 |
+
100% { box-shadow: 0 0 0 0 rgba(245, 101, 101, 0); }
|
| 46 |
+
}
|
| 47 |
+
.face-morph {
|
| 48 |
+
transition: all 0.5s ease;
|
| 49 |
+
}
|
| 50 |
+
.face-morph:hover {
|
| 51 |
+
filter: drop-shadow(0 0 10px rgba(118, 75, 162, 0.7));
|
| 52 |
+
}
|
| 53 |
+
</style>
|
| 54 |
+
</head>
|
| 55 |
+
<body class="gradient-bg min-h-screen text-white">
|
| 56 |
+
<div class="container mx-auto px-4 py-8">
|
| 57 |
+
<!-- Header -->
|
| 58 |
+
<header class="flex flex-col md:flex-row justify-between items-center mb-12">
|
| 59 |
+
<div class="flex items-center mb-4 md:mb-0">
|
| 60 |
+
<i class="fas fa-user-shield text-4xl mr-3"></i>
|
| 61 |
+
<h1 class="text-3xl font-bold">Face<span class="text-purple-300">VerifAI</span></h1>
|
| 62 |
+
</div>
|
| 63 |
+
<nav class="flex space-x-6">
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| 64 |
+
<a href="#" class="hover:text-purple-300 transition">Home</a>
|
| 65 |
+
<a href="#" class="hover:text-purple-300 transition">API</a>
|
| 66 |
+
<a href="#" class="hover:text-purple-300 transition">Docs</a>
|
| 67 |
+
<a href="#" class="hover:text-purple-300 transition">Contact</a>
|
| 68 |
+
</nav>
|
| 69 |
+
</header>
|
| 70 |
+
|
| 71 |
+
<!-- Main Content -->
|
| 72 |
+
<main class="flex flex-col lg:flex-row gap-8">
|
| 73 |
+
<!-- Left Panel - Verification Interface -->
|
| 74 |
+
<div class="flex-1 bg-white bg-opacity-10 backdrop-filter backdrop-blur-lg rounded-2xl p-6 shadow-xl">
|
| 75 |
+
<h2 class="text-2xl font-semibold mb-6 flex items-center">
|
| 76 |
+
<i class="fas fa-fingerprint mr-3"></i> Face Verification
|
| 77 |
+
</h2>
|
| 78 |
+
|
| 79 |
+
<!-- Camera Feed -->
|
| 80 |
+
<div class="face-container mb-8">
|
| 81 |
+
<div class="face-card bg-gray-800 rounded-xl overflow-hidden relative">
|
| 82 |
+
<div id="camera-feed" class="w-full h-64 md:h-80 bg-gray-900 flex items-center justify-center">
|
| 83 |
+
<div class="text-center">
|
| 84 |
+
<i class="fas fa-camera text-4xl mb-2 text-gray-500"></i>
|
| 85 |
+
<p class="text-gray-400">Camera feed will appear here</p>
|
| 86 |
+
</div>
|
| 87 |
+
</div>
|
| 88 |
+
<div class="absolute bottom-0 left-0 right-0 bg-black bg-opacity-50 p-3">
|
| 89 |
+
<div class="flex justify-between items-center">
|
| 90 |
+
<span class="text-sm">Live face detection</span>
|
| 91 |
+
<div class="flex space-x-2">
|
| 92 |
+
<button class="bg-purple-600 hover:bg-purple-700 px-3 py-1 rounded text-xs">
|
| 93 |
+
<i class="fas fa-camera-retro mr-1"></i> Capture
|
| 94 |
+
</button>
|
| 95 |
+
<button class="bg-blue-600 hover:bg-blue-700 px-3 py-1 rounded text-xs">
|
| 96 |
+
<i class="fas fa-video mr-1"></i> Start
|
| 97 |
+
</button>
|
| 98 |
+
</div>
|
| 99 |
+
</div>
|
| 100 |
+
</div>
|
| 101 |
+
</div>
|
| 102 |
+
</div>
|
| 103 |
+
|
| 104 |
+
<!-- Verification Controls -->
|
| 105 |
+
<div class="mb-8">
|
| 106 |
+
<h3 class="text-lg font-medium mb-4">Verification Options</h3>
|
| 107 |
+
<div class="grid grid-cols-1 md:grid-cols-3 gap-4">
|
| 108 |
+
<div class="bg-gray-800 bg-opacity-50 p-4 rounded-lg">
|
| 109 |
+
<div class="flex items-center mb-2">
|
| 110 |
+
<i class="fas fa-user-tag text-purple-400 mr-2"></i>
|
| 111 |
+
<span class="font-medium">1:1 Verification</span>
|
| 112 |
+
</div>
|
| 113 |
+
<p class="text-sm text-gray-300">Compare against a single reference image</p>
|
| 114 |
+
</div>
|
| 115 |
+
<div class="bg-gray-800 bg-opacity-50 p-4 rounded-lg">
|
| 116 |
+
<div class="flex items-center mb-2">
|
| 117 |
+
<i class="fas fa-users text-purple-400 mr-2"></i>
|
| 118 |
+
<span class="font-medium">1:N Identification</span>
|
| 119 |
+
</div>
|
| 120 |
+
<p class="text-sm text-gray-300">Search against a database of faces</p>
|
| 121 |
+
</div>
|
| 122 |
+
<div class="bg-gray-800 bg-opacity-50 p-4 rounded-lg">
|
| 123 |
+
<div class="flex items-center mb-2">
|
| 124 |
+
<i class="fas fa-random text-purple-400 mr-2"></i>
|
| 125 |
+
<span class="font-medium">Style Transfer</span>
|
| 126 |
+
</div>
|
| 127 |
+
<p class="text-sm text-gray-300">Generate diverse variations</p>
|
| 128 |
+
</div>
|
| 129 |
+
</div>
|
| 130 |
+
</div>
|
| 131 |
+
|
| 132 |
+
<!-- Verification Results -->
|
| 133 |
+
<div id="verification-results" class="hidden">
|
| 134 |
+
<h3 class="text-lg font-medium mb-4">Verification Results</h3>
|
| 135 |
+
<div class="bg-gray-800 bg-opacity-50 p-4 rounded-lg">
|
| 136 |
+
<div class="flex flex-col md:flex-row items-center justify-between">
|
| 137 |
+
<div class="flex items-center mb-4 md:mb-0">
|
| 138 |
+
<div class="relative mr-4">
|
| 139 |
+
<svg class="w-16 h-16">
|
| 140 |
+
<circle class="text-gray-700" stroke-width="8" stroke="currentColor" fill="transparent" r="24" cx="32" cy="32" />
|
| 141 |
+
<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" />
|
| 142 |
+
</svg>
|
| 143 |
+
<div class="absolute inset-0 flex items-center justify-center">
|
| 144 |
+
<span id="similarity-score" class="font-bold text-lg">0%</span>
|
| 145 |
+
</div>
|
| 146 |
+
</div>
|
| 147 |
+
<div>
|
| 148 |
+
<p class="font-medium">Similarity Score</p>
|
| 149 |
+
<p class="text-sm text-gray-300">Based on 128D feature vectors</p>
|
| 150 |
+
</div>
|
| 151 |
+
</div>
|
| 152 |
+
<div id="verification-status" class="px-4 py-2 rounded-full bg-gray-700 text-center">
|
| 153 |
+
<i class="fas fa-spinner fa-spin mr-2"></i> Processing
|
| 154 |
+
</div>
|
| 155 |
+
</div>
|
| 156 |
+
</div>
|
| 157 |
+
</div>
|
| 158 |
+
</div>
|
| 159 |
+
|
| 160 |
+
<!-- Right Panel - StarGAN v2 Style Transfer -->
|
| 161 |
+
<div class="flex-1 bg-white bg-opacity-10 backdrop-filter backdrop-blur-lg rounded-2xl p-6 shadow-xl">
|
| 162 |
+
<h2 class="text-2xl font-semibold mb-6 flex items-center">
|
| 163 |
+
<i class="fas fa-magic mr-3"></i> Style Transfer (StarGAN v2)
|
| 164 |
+
</h2>
|
| 165 |
+
|
| 166 |
+
<!-- Reference Image -->
|
| 167 |
+
<div class="mb-6">
|
| 168 |
+
<h3 class="text-lg font-medium mb-3">Reference Image</h3>
|
| 169 |
+
<div class="flex flex-col md:flex-row gap-4">
|
| 170 |
+
<div class="face-morph w-full md:w-1/2 h-48 bg-gray-800 rounded-lg flex items-center justify-center">
|
| 171 |
+
<div class="text-center">
|
| 172 |
+
<i class="fas fa-user-circle text-4xl mb-2 text-gray-500"></i>
|
| 173 |
+
<p class="text-gray-400">Upload reference</p>
|
| 174 |
+
</div>
|
| 175 |
+
</div>
|
| 176 |
+
<div class="w-full md:w-1/2">
|
| 177 |
+
<div class="mb-3">
|
| 178 |
+
<label class="block text-sm font-medium mb-1">Style Intensity</label>
|
| 179 |
+
<input type="range" min="0" max="100" value="50" class="w-full h-2 bg-gray-700 rounded-lg appearance-none cursor-pointer">
|
| 180 |
+
</div>
|
| 181 |
+
<div class="mb-3">
|
| 182 |
+
<label class="block text-sm font-medium mb-1">Diversity Level</label>
|
| 183 |
+
<input type="range" min="0" max="100" value="30" class="w-full h-2 bg-gray-700 rounded-lg appearance-none cursor-pointer">
|
| 184 |
+
</div>
|
| 185 |
+
<button class="w-full bg-purple-600 hover:bg-purple-700 py-2 rounded-lg font-medium">
|
| 186 |
+
<i class="fas fa-random mr-2"></i> Generate Variations
|
| 187 |
+
</button>
|
| 188 |
+
</div>
|
| 189 |
+
</div>
|
| 190 |
+
</div>
|
| 191 |
+
|
| 192 |
+
<!-- Generated Variations -->
|
| 193 |
+
<div>
|
| 194 |
+
<h3 class="text-lg font-medium mb-3">Generated Variations</h3>
|
| 195 |
+
<div class="grid grid-cols-2 md:grid-cols-3 gap-4">
|
| 196 |
+
<div class="face-morph bg-gray-800 rounded-lg h-32 flex items-center justify-center">
|
| 197 |
+
<i class="fas fa-image text-2xl text-gray-500"></i>
|
| 198 |
+
</div>
|
| 199 |
+
<div class="face-morph bg-gray-800 rounded-lg h-32 flex items-center justify-center">
|
| 200 |
+
<i class="fas fa-image text-2xl text-gray-500"></i>
|
| 201 |
+
</div>
|
| 202 |
+
<div class="face-morph bg-gray-800 rounded-lg h-32 flex items-center justify-center">
|
| 203 |
+
<i class="fas fa-image text-2xl text-gray-500"></i>
|
| 204 |
+
</div>
|
| 205 |
+
<div class="face-morph bg-gray-800 rounded-lg h-32 flex items-center justify-center">
|
| 206 |
+
<i class="fas fa-image text-2xl text-gray-500"></i>
|
| 207 |
+
</div>
|
| 208 |
+
<div class="face-morph bg-gray-800 rounded-lg h-32 flex items-center justify-center">
|
| 209 |
+
<i class="fas fa-image text-2xl text-gray-500"></i>
|
| 210 |
+
</div>
|
| 211 |
+
<div class="face-morph bg-gray-800 rounded-lg h-32 flex items-center justify-center">
|
| 212 |
+
<i class="fas fa-image text-2xl text-gray-500"></i>
|
| 213 |
+
</div>
|
| 214 |
+
</div>
|
| 215 |
+
</div>
|
| 216 |
+
|
| 217 |
+
<!-- Feature Vector Visualization -->
|
| 218 |
+
<div class="mt-8">
|
| 219 |
+
<h3 class="text-lg font-medium mb-3">128D Feature Vector</h3>
|
| 220 |
+
<div class="bg-gray-800 bg-opacity-50 p-4 rounded-lg">
|
| 221 |
+
<div class="flex flex-wrap gap-1">
|
| 222 |
+
<!-- Generate 128 small boxes representing the feature vector -->
|
| 223 |
+
<script>
|
| 224 |
+
document.addEventListener('DOMContentLoaded', function() {
|
| 225 |
+
const container = document.createElement('div');
|
| 226 |
+
container.className = 'flex flex-wrap gap-1';
|
| 227 |
+
|
| 228 |
+
for (let i = 0; i < 128; i++) {
|
| 229 |
+
const box = document.createElement('div');
|
| 230 |
+
box.className = 'w-2 h-2 bg-purple-400 opacity-70';
|
| 231 |
+
box.style.opacity = Math.random() * 0.5 + 0.3;
|
| 232 |
+
container.appendChild(box);
|
| 233 |
+
}
|
| 234 |
+
|
| 235 |
+
document.querySelector('#verification-results').after(container);
|
| 236 |
+
});
|
| 237 |
+
</script>
|
| 238 |
+
</div>
|
| 239 |
+
<div class="mt-3 flex justify-between text-xs text-gray-400">
|
| 240 |
+
<span>Reference Vector</span>
|
| 241 |
+
<span>Input Vector</span>
|
| 242 |
+
</div>
|
| 243 |
+
</div>
|
| 244 |
+
</div>
|
| 245 |
+
</div>
|
| 246 |
+
</main>
|
| 247 |
+
|
| 248 |
+
<!-- System Info -->
|
| 249 |
+
<footer class="mt-12 text-center text-gray-300 text-sm">
|
| 250 |
+
<p class="mb-2">Powered by FaceNet architecture with Inception-ResNet-v1 backbone</p>
|
| 251 |
+
<p>Trained on FairFace dataset with triplet loss minimization</p>
|
| 252 |
+
<p class="mt-4">Euclidean distance threshold: 0.6 | Cosine similarity threshold: 0.8</p>
|
| 253 |
+
</footer>
|
| 254 |
+
</div>
|
| 255 |
+
|
| 256 |
+
<script>
|
| 257 |
+
// Simulate face verification process
|
| 258 |
+
document.addEventListener('DOMContentLoaded', function() {
|
| 259 |
+
// Show verification results section
|
| 260 |
+
const verificationResults = document.getElementById('verification-results');
|
| 261 |
+
verificationResults.classList.remove('hidden');
|
| 262 |
+
|
| 263 |
+
// Simulate verification progress
|
| 264 |
+
const progressCircle = document.getElementById('verification-progress');
|
| 265 |
+
const similarityScore = document.getElementById('similarity-score');
|
| 266 |
+
const verificationStatus = document.getElementById('verification-status');
|
| 267 |
+
|
| 268 |
+
let progress = 0;
|
| 269 |
+
const interval = setInterval(() => {
|
| 270 |
+
progress += 5;
|
| 271 |
+
const dashoffset = 314 - (314 * progress / 100);
|
| 272 |
+
progressCircle.style.strokeDashoffset = dashoffset;
|
| 273 |
+
similarityScore.textContent = `${progress}%`;
|
| 274 |
+
|
| 275 |
+
if (progress >= 85) {
|
| 276 |
+
clearInterval(interval);
|
| 277 |
+
|
| 278 |
+
// Randomly determine verification result for demo purposes
|
| 279 |
+
const isVerified = Math.random() > 0.3;
|
| 280 |
+
|
| 281 |
+
if (isVerified) {
|
| 282 |
+
verificationStatus.innerHTML = '<i class="fas fa-check-circle mr-2"></i> Verified';
|
| 283 |
+
verificationStatus.classList.remove('bg-gray-700');
|
| 284 |
+
verificationStatus.classList.add('verification-success', 'bg-green-600');
|
| 285 |
+
} else {
|
| 286 |
+
verificationStatus.innerHTML = '<i class="fas fa-times-circle mr-2"></i> Not Verified';
|
| 287 |
+
verificationStatus.classList.remove('bg-gray-700');
|
| 288 |
+
verificationStatus.classList.add('verification-failed', 'bg-red-600');
|
| 289 |
+
}
|
| 290 |
+
}
|
| 291 |
+
}, 200);
|
| 292 |
+
|
| 293 |
+
// Simulate camera feed with random face images
|
| 294 |
+
const cameraFeed = document.getElementById('camera-feed');
|
| 295 |
+
const faceImages = [
|
| 296 |
+
'https://randomuser.me/api/portraits/women/43.jpg',
|
| 297 |
+
'https://randomuser.me/api/portraits/men/32.jpg',
|
| 298 |
+
'https://randomuser.me/api/portraits/women/65.jpg',
|
| 299 |
+
'https://randomuser.me/api/portraits/men/76.jpg'
|
| 300 |
+
];
|
| 301 |
+
|
| 302 |
+
setTimeout(() => {
|
| 303 |
+
cameraFeed.innerHTML = `<img src="${faceImages[Math.floor(Math.random() * faceImages.length)]}" class="w-full h-full object-cover" alt="Detected face">`;
|
| 304 |
+
}, 1500);
|
| 305 |
+
|
| 306 |
+
// Generate style transfer variations
|
| 307 |
+
const styleTransferBtn = document.querySelector('.bg-purple-600');
|
| 308 |
+
const generatedImages = document.querySelectorAll('.face-morph:not(.bg-gray-800)');
|
| 309 |
+
|
| 310 |
+
styleTransferBtn.addEventListener('click', function() {
|
| 311 |
+
// Replace placeholder icons with generated face images
|
| 312 |
+
document.querySelectorAll('.face-morph .fa-image').forEach((icon, index) => {
|
| 313 |
+
const parent = icon.parentElement;
|
| 314 |
+
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">`;
|
| 315 |
+
parent.classList.add('bg-purple-900', 'bg-opacity-30');
|
| 316 |
+
});
|
| 317 |
+
|
| 318 |
+
// Show notification
|
| 319 |
+
const notification = document.createElement('div');
|
| 320 |
+
notification.className = 'fixed bottom-4 right-4 bg-purple-600 text-white px-4 py-2 rounded-lg shadow-lg flex items-center';
|
| 321 |
+
notification.innerHTML = '<i class="fas fa-check-circle mr-2"></i> 6 style variations generated';
|
| 322 |
+
document.body.appendChild(notification);
|
| 323 |
+
|
| 324 |
+
setTimeout(() => {
|
| 325 |
+
notification.remove();
|
| 326 |
+
}, 3000);
|
| 327 |
+
});
|
| 328 |
+
});
|
| 329 |
+
</script>
|
| 330 |
+
<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>
|
| 331 |
+
</html>
|