Delete app.py
Browse files
app.py
DELETED
|
@@ -1,743 +0,0 @@
|
|
| 1 |
-
import gradio as gr
|
| 2 |
-
import os
|
| 3 |
-
import requests
|
| 4 |
-
from PIL import Image
|
| 5 |
-
import json
|
| 6 |
-
|
| 7 |
-
# Configuration
|
| 8 |
-
API_BASE_URL = os.getenv("API_BASE_URL")
|
| 9 |
-
|
| 10 |
-
def face_compare(frame1, frame2, request: gr.Request = None):
|
| 11 |
-
"""Face comparison with enhanced result display"""
|
| 12 |
-
try:
|
| 13 |
-
url = f"{API_BASE_URL}/api/face_match"
|
| 14 |
-
|
| 15 |
-
# Prepare files
|
| 16 |
-
files = {}
|
| 17 |
-
if frame1:
|
| 18 |
-
files['image1'] = open(frame1, 'rb')
|
| 19 |
-
if frame2:
|
| 20 |
-
files['image2'] = open(frame2, 'rb')
|
| 21 |
-
|
| 22 |
-
if not files:
|
| 23 |
-
return "<div class='error-message'>Please upload both images</div>"
|
| 24 |
-
|
| 25 |
-
# Make API request
|
| 26 |
-
response = requests.post(url=url, files=files)
|
| 27 |
-
result = response.json()
|
| 28 |
-
|
| 29 |
-
# Close files
|
| 30 |
-
for file in files.values():
|
| 31 |
-
file.close()
|
| 32 |
-
|
| 33 |
-
# Enhanced result processing
|
| 34 |
-
return format_face_comparison_result(result, frame1, frame2)
|
| 35 |
-
|
| 36 |
-
except Exception as e:
|
| 37 |
-
return f"<div class='error-message'>Error processing request: {str(e)}</div>"
|
| 38 |
-
|
| 39 |
-
def format_face_comparison_result(result, img1_path, img2_path):
|
| 40 |
-
"""Format face comparison results with professional styling"""
|
| 41 |
-
|
| 42 |
-
detections = result.get("detections", [])
|
| 43 |
-
matches = result.get("match", [])
|
| 44 |
-
|
| 45 |
-
# Create result HTML
|
| 46 |
-
html = "<div class='result-content'>"
|
| 47 |
-
|
| 48 |
-
# Detection results - show all detected faces
|
| 49 |
-
if detections:
|
| 50 |
-
for i, detection in enumerate(detections):
|
| 51 |
-
face_image = detection.get("face", "")
|
| 52 |
-
first_face_index = detection.get("firstFaceIndex")
|
| 53 |
-
second_face_index = detection.get("secondFaceIndex")
|
| 54 |
-
|
| 55 |
-
# Matching results in the new table format
|
| 56 |
-
if matches:
|
| 57 |
-
html += """
|
| 58 |
-
<div class="matching-section">
|
| 59 |
-
<div class="matches-table">
|
| 60 |
-
<table>
|
| 61 |
-
<thead>
|
| 62 |
-
<tr>
|
| 63 |
-
<th>First Image Face</th>
|
| 64 |
-
<th>Second Image Face</th>
|
| 65 |
-
<th>Similarity Score</th>
|
| 66 |
-
<th>Result</th>
|
| 67 |
-
</tr>
|
| 68 |
-
</thead>
|
| 69 |
-
<tbody>
|
| 70 |
-
"""
|
| 71 |
-
|
| 72 |
-
# Group matches by first image face index for better organization
|
| 73 |
-
match_groups = {}
|
| 74 |
-
for match in matches:
|
| 75 |
-
first_face_index = match.get("firstFaceIndex", "N/A")
|
| 76 |
-
if first_face_index not in match_groups:
|
| 77 |
-
match_groups[first_face_index] = []
|
| 78 |
-
match_groups[first_face_index].append(match)
|
| 79 |
-
|
| 80 |
-
row_number = 1
|
| 81 |
-
for first_face_index in sorted(match_groups.keys()):
|
| 82 |
-
for match in match_groups[first_face_index]:
|
| 83 |
-
first_face_index = match.get("firstFaceIndex", "N/A")
|
| 84 |
-
second_face_index = match.get("secondFaceIndex", "N/A")
|
| 85 |
-
similarity = match.get("similarity", 0)
|
| 86 |
-
|
| 87 |
-
# Get face images for display
|
| 88 |
-
first_face_img = ""
|
| 89 |
-
second_face_img = ""
|
| 90 |
-
|
| 91 |
-
for detection in detections:
|
| 92 |
-
if detection.get("firstFaceIndex") == first_face_index:
|
| 93 |
-
first_face_img = detection.get("face", "")
|
| 94 |
-
if detection.get("secondFaceIndex") == second_face_index:
|
| 95 |
-
second_face_img = detection.get("face", "")
|
| 96 |
-
|
| 97 |
-
# Determine result and color
|
| 98 |
-
if similarity >= 0.6: # Threshold for same person
|
| 99 |
-
result_text = "same person"
|
| 100 |
-
result_class = "result-same"
|
| 101 |
-
else:
|
| 102 |
-
result_text = "different person"
|
| 103 |
-
result_class = "result-different"
|
| 104 |
-
|
| 105 |
-
first_face_display = f"<img src='data:image/png;base64,{first_face_img}' class='table-face-thumbnail' />" if first_face_img else f"Face {first_face_index}"
|
| 106 |
-
second_face_display = f"<img src='data:image/png;base64,{second_face_img}' class='table-face-thumbnail' />" if second_face_img else f"Face {second_face_index}"
|
| 107 |
-
|
| 108 |
-
html += f"""
|
| 109 |
-
<tr>
|
| 110 |
-
<td class="face-cell">
|
| 111 |
-
<div class="face-display">
|
| 112 |
-
{first_face_display}
|
| 113 |
-
<div class="face-label">Face {first_face_index}</div>
|
| 114 |
-
</div>
|
| 115 |
-
</td>
|
| 116 |
-
<td class="face-cell">
|
| 117 |
-
<div class="face-display">
|
| 118 |
-
{second_face_display}
|
| 119 |
-
<div class="face-label">Face {second_face_index}</div>
|
| 120 |
-
</div>
|
| 121 |
-
</td>
|
| 122 |
-
<td class="similarity-score">{similarity:.4f}</td>
|
| 123 |
-
<td><span class="result-text {result_class}">{result_text}</span></td>
|
| 124 |
-
</tr>
|
| 125 |
-
"""
|
| 126 |
-
row_number += 1
|
| 127 |
-
|
| 128 |
-
html += """
|
| 129 |
-
</tbody>
|
| 130 |
-
</table>
|
| 131 |
-
</div>
|
| 132 |
-
</div>
|
| 133 |
-
"""
|
| 134 |
-
else:
|
| 135 |
-
html += "<div class='no-results'>No face matches found.</div>"
|
| 136 |
-
|
| 137 |
-
html += "</div>"
|
| 138 |
-
return html
|
| 139 |
-
|
| 140 |
-
def create_footer():
|
| 141 |
-
"""Create simple footer"""
|
| 142 |
-
return """
|
| 143 |
-
<div class="footer">
|
| 144 |
-
<p>© 2024 MiniAiLive. All rights reserved.</p>
|
| 145 |
-
<p>
|
| 146 |
-
<a href="https://www.miniai.live" target="_blank">Website</a> |
|
| 147 |
-
<a href="mailto:info@miniai.live">Contact Us</a> |
|
| 148 |
-
<a href="https://www.miniai.live/privacy-policy" target="_blank">Privacy Policy</a>
|
| 149 |
-
</p>
|
| 150 |
-
</div>
|
| 151 |
-
"""
|
| 152 |
-
|
| 153 |
-
def get_custom_css():
|
| 154 |
-
"""Return simplified CSS styling that works for both light and dark themes"""
|
| 155 |
-
return """
|
| 156 |
-
footer {visibility: hidden}
|
| 157 |
-
|
| 158 |
-
/* Full width container */
|
| 159 |
-
.gradio-container {
|
| 160 |
-
max-width: 95% !important;
|
| 161 |
-
width: 95% !important;
|
| 162 |
-
margin: 0 auto !important;
|
| 163 |
-
}
|
| 164 |
-
|
| 165 |
-
/* Center everything */
|
| 166 |
-
.container {
|
| 167 |
-
display: flex;
|
| 168 |
-
flex-direction: column;
|
| 169 |
-
align-items: center;
|
| 170 |
-
justify-content: center;
|
| 171 |
-
width: 100%;
|
| 172 |
-
}
|
| 173 |
-
|
| 174 |
-
/* Header styling - logo and text in same line */
|
| 175 |
-
.company-header {
|
| 176 |
-
background: var(--background-fill-primary);
|
| 177 |
-
padding: 20px;
|
| 178 |
-
margin-bottom: 20px;
|
| 179 |
-
text-align: center;
|
| 180 |
-
width: 100%;
|
| 181 |
-
display: flex;
|
| 182 |
-
align-items: center;
|
| 183 |
-
justify-content: center;
|
| 184 |
-
gap: 20px;
|
| 185 |
-
flex-wrap: wrap;
|
| 186 |
-
}
|
| 187 |
-
|
| 188 |
-
.header-logo {
|
| 189 |
-
flex-shrink: 0;
|
| 190 |
-
}
|
| 191 |
-
|
| 192 |
-
.header-logo img {
|
| 193 |
-
width: 120px;
|
| 194 |
-
height: auto;
|
| 195 |
-
}
|
| 196 |
-
|
| 197 |
-
.header-text {
|
| 198 |
-
text-align: center;
|
| 199 |
-
}
|
| 200 |
-
|
| 201 |
-
.header-text h1 {
|
| 202 |
-
font-size: 2em;
|
| 203 |
-
margin-bottom: 8px;
|
| 204 |
-
font-weight: 600;
|
| 205 |
-
margin-top: 0;
|
| 206 |
-
color: var(--body-text-color);
|
| 207 |
-
}
|
| 208 |
-
|
| 209 |
-
.header-text p {
|
| 210 |
-
font-size: 1.1em;
|
| 211 |
-
margin-bottom: 0;
|
| 212 |
-
color: var(--body-text-color);
|
| 213 |
-
opacity: 0.8;
|
| 214 |
-
}
|
| 215 |
-
|
| 216 |
-
/* About section layout */
|
| 217 |
-
.about-section {
|
| 218 |
-
width: 100%;
|
| 219 |
-
margin-bottom: 20px;
|
| 220 |
-
}
|
| 221 |
-
|
| 222 |
-
.about-content {
|
| 223 |
-
display: flex;
|
| 224 |
-
gap: 20px;
|
| 225 |
-
width: 100%;
|
| 226 |
-
}
|
| 227 |
-
|
| 228 |
-
.features-section {
|
| 229 |
-
flex: 0.6;
|
| 230 |
-
padding: 20px;
|
| 231 |
-
background: var(--background-fill-secondary);
|
| 232 |
-
border-radius: 8px;
|
| 233 |
-
}
|
| 234 |
-
|
| 235 |
-
.demo-items-section {
|
| 236 |
-
flex: 0.4;
|
| 237 |
-
padding: 20px;
|
| 238 |
-
background: var(--background-fill-secondary);
|
| 239 |
-
border-radius: 8px;
|
| 240 |
-
}
|
| 241 |
-
|
| 242 |
-
.demo-items-grid {
|
| 243 |
-
display: grid;
|
| 244 |
-
grid-template-columns: repeat(2, 1fr);
|
| 245 |
-
gap: 10px;
|
| 246 |
-
}
|
| 247 |
-
|
| 248 |
-
.demo-item {
|
| 249 |
-
background: var(--background-fill-primary);
|
| 250 |
-
padding: 15px;
|
| 251 |
-
border-radius: 6px;
|
| 252 |
-
text-align: center;
|
| 253 |
-
transition: background-color 0.2s ease;
|
| 254 |
-
display: flex;
|
| 255 |
-
flex-direction: column;
|
| 256 |
-
align-items: center;
|
| 257 |
-
justify-content: center;
|
| 258 |
-
text-decoration: none;
|
| 259 |
-
color: var(--body-text-color);
|
| 260 |
-
}
|
| 261 |
-
|
| 262 |
-
.demo-item:hover {
|
| 263 |
-
background: var(--button-secondary-background-fill-hover);
|
| 264 |
-
}
|
| 265 |
-
|
| 266 |
-
.demo-item img {
|
| 267 |
-
height: 25px;
|
| 268 |
-
margin-bottom: 8px;
|
| 269 |
-
}
|
| 270 |
-
|
| 271 |
-
.demo-item span {
|
| 272 |
-
font-size: 0.85em;
|
| 273 |
-
font-weight: 500;
|
| 274 |
-
}
|
| 275 |
-
|
| 276 |
-
/* Main content layout */
|
| 277 |
-
.main-content-row {
|
| 278 |
-
display: flex;
|
| 279 |
-
gap: 20px;
|
| 280 |
-
width: 100%;
|
| 281 |
-
margin-bottom: 20px;
|
| 282 |
-
}
|
| 283 |
-
|
| 284 |
-
.upload-section {
|
| 285 |
-
flex: 2;
|
| 286 |
-
display: flex;
|
| 287 |
-
flex-direction: column;
|
| 288 |
-
gap: 15px;
|
| 289 |
-
}
|
| 290 |
-
|
| 291 |
-
.result-section {
|
| 292 |
-
flex: 1.2;
|
| 293 |
-
}
|
| 294 |
-
|
| 295 |
-
.upload-images-row {
|
| 296 |
-
display: flex;
|
| 297 |
-
gap: 15px;
|
| 298 |
-
width: 100%;
|
| 299 |
-
}
|
| 300 |
-
|
| 301 |
-
.upload-image-col {
|
| 302 |
-
flex: 1;
|
| 303 |
-
}
|
| 304 |
-
|
| 305 |
-
/* Button styling */
|
| 306 |
-
.button-primary {
|
| 307 |
-
background: var(--button-primary-background-fill) !important;
|
| 308 |
-
border: none !important;
|
| 309 |
-
padding: 12px 24px !important;
|
| 310 |
-
font-size: 16px !important;
|
| 311 |
-
font-weight: 600 !important;
|
| 312 |
-
color: var(--button-primary-text-color) !important;
|
| 313 |
-
border-radius: 6px !important;
|
| 314 |
-
cursor: pointer !important;
|
| 315 |
-
transition: background-color 0.2s ease !important;
|
| 316 |
-
margin: 15px 0 !important;
|
| 317 |
-
width: 100% !important;
|
| 318 |
-
}
|
| 319 |
-
|
| 320 |
-
.button-primary:hover {
|
| 321 |
-
background: var(--button-primary-background-fill-hover) !important;
|
| 322 |
-
}
|
| 323 |
-
|
| 324 |
-
/* Result container styling */
|
| 325 |
-
.result-container {
|
| 326 |
-
background: var(--background-fill-primary);
|
| 327 |
-
padding: 4px;
|
| 328 |
-
border-radius: 8px;
|
| 329 |
-
margin-top: 0;
|
| 330 |
-
width: 100%;
|
| 331 |
-
text-align: center;
|
| 332 |
-
height: fit-content;
|
| 333 |
-
}
|
| 334 |
-
|
| 335 |
-
.result-content {
|
| 336 |
-
width: 100%;
|
| 337 |
-
}
|
| 338 |
-
|
| 339 |
-
/* Detection cards */
|
| 340 |
-
.detections-grid {
|
| 341 |
-
display: grid;
|
| 342 |
-
grid-template-columns: repeat(auto-fit, minmax(150px, 1fr));
|
| 343 |
-
gap: 12px;
|
| 344 |
-
margin-top: 15px;
|
| 345 |
-
justify-content: center;
|
| 346 |
-
}
|
| 347 |
-
|
| 348 |
-
.detection-card {
|
| 349 |
-
background: var(--background-fill-secondary);
|
| 350 |
-
padding: 12px;
|
| 351 |
-
border-radius: 6px;
|
| 352 |
-
text-align: center;
|
| 353 |
-
display: flex;
|
| 354 |
-
flex-direction: column;
|
| 355 |
-
align-items: center;
|
| 356 |
-
}
|
| 357 |
-
|
| 358 |
-
.face-thumbnail {
|
| 359 |
-
width: 50px;
|
| 360 |
-
height: 50px;
|
| 361 |
-
border-radius: 50%;
|
| 362 |
-
object-fit: cover;
|
| 363 |
-
margin-bottom: 8px;
|
| 364 |
-
}
|
| 365 |
-
|
| 366 |
-
.no-face {
|
| 367 |
-
width: 50px;
|
| 368 |
-
height: 50px;
|
| 369 |
-
background: var(--background-fill-primary);
|
| 370 |
-
border-radius: 50%;
|
| 371 |
-
display: flex;
|
| 372 |
-
align-items: center;
|
| 373 |
-
justify-content: center;
|
| 374 |
-
margin: 0 auto 8px;
|
| 375 |
-
color: var(--body-text-color);
|
| 376 |
-
font-size: 0.7em;
|
| 377 |
-
opacity: 0.7;
|
| 378 |
-
}
|
| 379 |
-
|
| 380 |
-
.face-source {
|
| 381 |
-
font-size: 0.8em;
|
| 382 |
-
color: var(--body-text-color);
|
| 383 |
-
opacity: 0.8;
|
| 384 |
-
margin-top: 5px;
|
| 385 |
-
}
|
| 386 |
-
|
| 387 |
-
/* Matching table - NEW STYLING */
|
| 388 |
-
.matches-table {
|
| 389 |
-
display: flex;
|
| 390 |
-
justify-content: center;
|
| 391 |
-
width: 100%;
|
| 392 |
-
overflow-x: auto;
|
| 393 |
-
}
|
| 394 |
-
|
| 395 |
-
.matches-table table {
|
| 396 |
-
width: 100%;
|
| 397 |
-
border-collapse: collapse;
|
| 398 |
-
margin-top: 4px;
|
| 399 |
-
font-size: 0.9em;
|
| 400 |
-
min-width: 500px;
|
| 401 |
-
}
|
| 402 |
-
|
| 403 |
-
.matches-table th {
|
| 404 |
-
background: var(--background-fill-secondary);
|
| 405 |
-
color: var(--body-text-color);
|
| 406 |
-
padding: 4px 2px;
|
| 407 |
-
text-align: center;
|
| 408 |
-
font-size: 0.85em;
|
| 409 |
-
font-weight: 600;
|
| 410 |
-
border-bottom: 2px solid var(--border-color-primary);
|
| 411 |
-
}
|
| 412 |
-
|
| 413 |
-
.matches-table td {
|
| 414 |
-
padding: 4px 2px;
|
| 415 |
-
border-bottom: 1px solid var(--border-color-primary);
|
| 416 |
-
text-align: center;
|
| 417 |
-
font-size: 0.8em;
|
| 418 |
-
color: var(--body-text-color);
|
| 419 |
-
}
|
| 420 |
-
|
| 421 |
-
.row-number {
|
| 422 |
-
font-weight: 600;
|
| 423 |
-
color: var(--body-text-color);
|
| 424 |
-
}
|
| 425 |
-
|
| 426 |
-
.face-cell {
|
| 427 |
-
vertical-align: middle;
|
| 428 |
-
}
|
| 429 |
-
|
| 430 |
-
.face-display {
|
| 431 |
-
display: flex;
|
| 432 |
-
flex-direction: column;
|
| 433 |
-
align-items: center;
|
| 434 |
-
gap: 1px;
|
| 435 |
-
}
|
| 436 |
-
|
| 437 |
-
.table-face-thumbnail {
|
| 438 |
-
width: 60px;
|
| 439 |
-
height: 60px;
|
| 440 |
-
border-radius: 50%;
|
| 441 |
-
object-fit: cover;
|
| 442 |
-
border: 2px solid var(--border-color-primary);
|
| 443 |
-
}
|
| 444 |
-
|
| 445 |
-
.face-label {
|
| 446 |
-
font-size: 0.75em;
|
| 447 |
-
color: var(--body-text-color);
|
| 448 |
-
opacity: 1;
|
| 449 |
-
}
|
| 450 |
-
|
| 451 |
-
.similarity-score {
|
| 452 |
-
font-weight: 600;
|
| 453 |
-
color: var(--body-text-color);
|
| 454 |
-
}
|
| 455 |
-
|
| 456 |
-
.result-text {
|
| 457 |
-
padding: 4px 2px;
|
| 458 |
-
border-radius: 10px;
|
| 459 |
-
font-size: 1.25em;
|
| 460 |
-
font-weight: 600;
|
| 461 |
-
text-transform: capitalize;
|
| 462 |
-
}
|
| 463 |
-
|
| 464 |
-
.result-same {
|
| 465 |
-
background: #d4edda;
|
| 466 |
-
color: #155724;
|
| 467 |
-
}
|
| 468 |
-
|
| 469 |
-
.result-different {
|
| 470 |
-
background: #f8d7da;
|
| 471 |
-
color: #721c24;
|
| 472 |
-
}
|
| 473 |
-
|
| 474 |
-
.no-results {
|
| 475 |
-
text-align: center;
|
| 476 |
-
padding: 30px;
|
| 477 |
-
color: var(--body-text-color);
|
| 478 |
-
opacity: 0.7;
|
| 479 |
-
font-style: italic;
|
| 480 |
-
}
|
| 481 |
-
|
| 482 |
-
/* Error messages */
|
| 483 |
-
.error-message {
|
| 484 |
-
background: var(--background-fill-secondary);
|
| 485 |
-
color: var(--body-text-color);
|
| 486 |
-
padding: 15px;
|
| 487 |
-
border-radius: 6px;
|
| 488 |
-
text-align: center;
|
| 489 |
-
width: 100%;
|
| 490 |
-
opacity: 0.9;
|
| 491 |
-
}
|
| 492 |
-
|
| 493 |
-
/* Input images styling */
|
| 494 |
-
.gradio-image {
|
| 495 |
-
display: flex !important;
|
| 496 |
-
justify-content: center !important;
|
| 497 |
-
align-items: center !important;
|
| 498 |
-
height: 350px !important;
|
| 499 |
-
}
|
| 500 |
-
|
| 501 |
-
.gradio-image .wrap {
|
| 502 |
-
display: flex !important;
|
| 503 |
-
justify-content: center !important;
|
| 504 |
-
align-items: center !important;
|
| 505 |
-
width: 100% !important;
|
| 506 |
-
height: 100% !important;
|
| 507 |
-
}
|
| 508 |
-
|
| 509 |
-
/* Examples styling */
|
| 510 |
-
.examples-container {
|
| 511 |
-
background: var(--background-fill-secondary);
|
| 512 |
-
padding: 12px;
|
| 513 |
-
border-radius: 6px;
|
| 514 |
-
margin-top: 12px;
|
| 515 |
-
width: 100%;
|
| 516 |
-
text-align: center;
|
| 517 |
-
}
|
| 518 |
-
|
| 519 |
-
/* Footer */
|
| 520 |
-
.footer {
|
| 521 |
-
text-align: center;
|
| 522 |
-
margin-top: 20px;
|
| 523 |
-
padding: 15px;
|
| 524 |
-
border-radius: 6px;
|
| 525 |
-
background: var(--background-fill-secondary);
|
| 526 |
-
}
|
| 527 |
-
|
| 528 |
-
.footer p {
|
| 529 |
-
margin: 5px 0;
|
| 530 |
-
color: var(--body-text-color);
|
| 531 |
-
}
|
| 532 |
-
|
| 533 |
-
.footer a {
|
| 534 |
-
color: var(--body-text-color);
|
| 535 |
-
text-decoration: none;
|
| 536 |
-
opacity: 0.8;
|
| 537 |
-
}
|
| 538 |
-
|
| 539 |
-
.footer a:hover {
|
| 540 |
-
opacity: 1;
|
| 541 |
-
text-decoration: underline;
|
| 542 |
-
}
|
| 543 |
-
|
| 544 |
-
/* Section titles */
|
| 545 |
-
.section-title {
|
| 546 |
-
margin-bottom: 12px !important;
|
| 547 |
-
text-align: center;
|
| 548 |
-
color: var(--body-text-color);
|
| 549 |
-
font-weight: 600;
|
| 550 |
-
}
|
| 551 |
-
|
| 552 |
-
/* Ensure proper text visibility in dark mode */
|
| 553 |
-
.gradio-markdown {
|
| 554 |
-
color: var(--body-text-color) !important;
|
| 555 |
-
}
|
| 556 |
-
|
| 557 |
-
.gradio-markdown h3 {
|
| 558 |
-
color: var(--body-text-color) !important;
|
| 559 |
-
}
|
| 560 |
-
|
| 561 |
-
.gradio-markdown p {
|
| 562 |
-
color: var(--body-text-color) !important;
|
| 563 |
-
}
|
| 564 |
-
|
| 565 |
-
.gradio-markdown li {
|
| 566 |
-
color: var(--body-text-color) !important;
|
| 567 |
-
}
|
| 568 |
-
"""
|
| 569 |
-
|
| 570 |
-
# Create Gradio interface
|
| 571 |
-
with gr.Blocks(
|
| 572 |
-
title="MiniAiLive - Face Recognition WebAPI Playground",
|
| 573 |
-
theme=gr.themes.Soft(),
|
| 574 |
-
css=get_custom_css()
|
| 575 |
-
) as demo:
|
| 576 |
-
|
| 577 |
-
with gr.Column(elem_classes="container"):
|
| 578 |
-
# Header Section - Logo and text in same line, centered
|
| 579 |
-
gr.HTML("""
|
| 580 |
-
<div class="company-header">
|
| 581 |
-
<div class="header-logo">
|
| 582 |
-
<img src="https://miniai.live/wp-content/uploads/2024/02/logo_name-1-768x426-1.png" alt="MiniAiLive Logo">
|
| 583 |
-
</div>
|
| 584 |
-
<div class="header-text">
|
| 585 |
-
<h1>MiniAiLive Face Recognition WebAPI Playground</h1>
|
| 586 |
-
<p>Experience our NIST FRVT Top Ranked 1:1 & 1:N Face Matching Technology</p>
|
| 587 |
-
</div>
|
| 588 |
-
</div>
|
| 589 |
-
""")
|
| 590 |
-
|
| 591 |
-
# About Section with Features and Demo Items
|
| 592 |
-
with gr.Column(elem_classes="about-section"):
|
| 593 |
-
with gr.Row(elem_classes="about-content"):
|
| 594 |
-
# Features Section (60%)
|
| 595 |
-
with gr.Column(scale=0.6, elem_classes="features-section"):
|
| 596 |
-
gr.Markdown("""
|
| 597 |
-
**MiniAiLive** is a leading provider of cutting-edge face recognition and liveness detection solutions.
|
| 598 |
-
Our technology is **NIST FRVT Top Ranked** for Face Recognition.
|
| 599 |
-
|
| 600 |
-
### 🏆 Key Features:
|
| 601 |
-
- **NIST FRVT Top Ranked** Top Accuracy in both 1:1 & 1:N Face Matching Technology
|
| 602 |
-
- **Real-time** Face Matching & Verification
|
| 603 |
-
- **On-Premise** Offers complete data control and privacy
|
| 604 |
-
- **On-Device, Offline** Runs on machine. No internet connection is required.
|
| 605 |
-
- **Cross-Platform Support** Supports Windows, Linux, Android & iOS
|
| 606 |
-
- **Free Service** Completely free to use, Free technical support & update
|
| 607 |
-
|
| 608 |
-
[Visit our website](https://miniai.live) to explore our complete suite of AI solutions!
|
| 609 |
-
""")
|
| 610 |
-
|
| 611 |
-
# Demo Items Section (40%)
|
| 612 |
-
with gr.Column(scale=0.4, elem_classes="demo-items-section"):
|
| 613 |
-
with gr.Column(elem_classes="demo-items-grid"):
|
| 614 |
-
gr.HTML("""
|
| 615 |
-
<a href="https://github.com/MiniAiLive" target="_blank" class="demo-item">
|
| 616 |
-
<img src="https://miniai.live/wp-content/uploads/2024/10/new_git-1-300x67.png" alt="GitHub">
|
| 617 |
-
<span>GitHub</span>
|
| 618 |
-
</a>
|
| 619 |
-
""")
|
| 620 |
-
|
| 621 |
-
gr.HTML("""
|
| 622 |
-
<a href="https://huggingface.co/MiniAiLive" target="_blank" class="demo-item">
|
| 623 |
-
<img src="https://miniai.live/wp-content/uploads/2024/10/new_hugging-1-300x67.png" alt="HuggingFace">
|
| 624 |
-
<span>HuggingFace</span>
|
| 625 |
-
</a>
|
| 626 |
-
""")
|
| 627 |
-
|
| 628 |
-
gr.HTML("""
|
| 629 |
-
<a href="https://demo.miniai.live" target="_blank" class="demo-item">
|
| 630 |
-
<img src="https://miniai.live/wp-content/uploads/2024/10/new_gradio-300x67.png" alt="Gradio">
|
| 631 |
-
<span>Live Demo</span>
|
| 632 |
-
</a>
|
| 633 |
-
""")
|
| 634 |
-
|
| 635 |
-
gr.HTML("""
|
| 636 |
-
<a href="https://docs.miniai.live/" target="_blank" class="demo-item">
|
| 637 |
-
<img src="https://miniai.live/wp-content/uploads/2024/10/a-300x70.png" alt="Documentation">
|
| 638 |
-
<span>Documentation</span>
|
| 639 |
-
</a>
|
| 640 |
-
""")
|
| 641 |
-
|
| 642 |
-
gr.HTML("""
|
| 643 |
-
<a href="https://www.youtube.com/@miniailive" target="_blank" class="demo-item">
|
| 644 |
-
<img src="https://miniai.live/wp-content/uploads/2024/10/Untitled-1-300x70.png" alt="YouTube">
|
| 645 |
-
<span>YouTube</span>
|
| 646 |
-
</a>
|
| 647 |
-
""")
|
| 648 |
-
|
| 649 |
-
gr.HTML("""
|
| 650 |
-
<a href="https://play.google.com/store/apps/dev?id=5831076207730531667" target="_blank" class="demo-item">
|
| 651 |
-
<img src="https://miniai.live/wp-content/uploads/2024/10/googleplay-300x62.png" alt="Google Play">
|
| 652 |
-
<span>Google Play</span>
|
| 653 |
-
</a>
|
| 654 |
-
""")
|
| 655 |
-
|
| 656 |
-
# Main Content - Upload and Results
|
| 657 |
-
with gr.Row(elem_classes="main-content-row"):
|
| 658 |
-
# Upload Section
|
| 659 |
-
with gr.Column(scale=0.6, elem_classes="upload-section"):
|
| 660 |
-
gr.Markdown("### Upload Images for Comparison", elem_classes="section-title")
|
| 661 |
-
|
| 662 |
-
with gr.Row(elem_classes="upload-images-row"):
|
| 663 |
-
# First Image
|
| 664 |
-
with gr.Column(scale=1, elem_classes="upload-image-col"):
|
| 665 |
-
im_match_in1 = gr.Image(
|
| 666 |
-
type='filepath',
|
| 667 |
-
height=350,
|
| 668 |
-
label="First Image",
|
| 669 |
-
show_download_button=False
|
| 670 |
-
)
|
| 671 |
-
|
| 672 |
-
# Second Image
|
| 673 |
-
with gr.Column(scale=1, elem_classes="upload-image-col"):
|
| 674 |
-
im_match_in2 = gr.Image(
|
| 675 |
-
type='filepath',
|
| 676 |
-
height=350,
|
| 677 |
-
label="Second Image",
|
| 678 |
-
show_download_button=False
|
| 679 |
-
)
|
| 680 |
-
|
| 681 |
-
# Examples and Button
|
| 682 |
-
with gr.Accordion("Try Example Images", open=True):
|
| 683 |
-
with gr.Row():
|
| 684 |
-
gr.Examples(
|
| 685 |
-
examples=[
|
| 686 |
-
"assets/1.jpg",
|
| 687 |
-
"assets/2.jpg",
|
| 688 |
-
"assets/3.jpg",
|
| 689 |
-
"assets/4.jpg",
|
| 690 |
-
],
|
| 691 |
-
inputs=im_match_in1,
|
| 692 |
-
label="First Image Examples"
|
| 693 |
-
)
|
| 694 |
-
gr.Examples(
|
| 695 |
-
examples=[
|
| 696 |
-
"assets/1-1.jpg",
|
| 697 |
-
"assets/2-1.jpg",
|
| 698 |
-
"assets/3-1.jpg",
|
| 699 |
-
"assets/4-1.jpg",
|
| 700 |
-
],
|
| 701 |
-
inputs=im_match_in2,
|
| 702 |
-
label="Second Image Examples"
|
| 703 |
-
)
|
| 704 |
-
|
| 705 |
-
btn_f_match = gr.Button(
|
| 706 |
-
"Compare Faces 🚀",
|
| 707 |
-
variant='primary',
|
| 708 |
-
elem_classes="button-primary"
|
| 709 |
-
)
|
| 710 |
-
|
| 711 |
-
# Results Section
|
| 712 |
-
with gr.Column(scale=0.4, elem_classes="result-section"):
|
| 713 |
-
gr.Markdown("### Comparison Results", elem_classes="section-title")
|
| 714 |
-
txt_compare_out = gr.HTML(
|
| 715 |
-
value="<div style='text-align: center; padding: 40px;'>Results will appear here after comparison</div>"
|
| 716 |
-
)
|
| 717 |
-
|
| 718 |
-
# Connect the function
|
| 719 |
-
btn_f_match.click(
|
| 720 |
-
face_compare,
|
| 721 |
-
inputs=[im_match_in1, im_match_in2],
|
| 722 |
-
outputs=txt_compare_out
|
| 723 |
-
)
|
| 724 |
-
|
| 725 |
-
# Visitor Counter
|
| 726 |
-
gr.HTML("""
|
| 727 |
-
<div style="text-align: center; margin: 20px 0;">
|
| 728 |
-
<a href="https://visitorbadge.io/status?path=https%3A%2F%2Fhuggingface.co%2Fspaces%2FMiniAiLive%2FFaceRecognition-LivenessDetection-Demo">
|
| 729 |
-
<img src="https://api.visitorbadge.io/api/combined?path=https%3A%2F%2Fhuggingface.co%2Fspaces%2FMiniAiLive%2FFaceRecognition-LivenessDetection-Demo&label=VISITORS&labelColor=%2337d67a&countColor=%23ff8a65&style=plastic&labelStyle=none" />
|
| 730 |
-
</a>
|
| 731 |
-
</div>
|
| 732 |
-
""")
|
| 733 |
-
|
| 734 |
-
# Footer
|
| 735 |
-
gr.HTML(create_footer())
|
| 736 |
-
|
| 737 |
-
if __name__ == "__main__":
|
| 738 |
-
demo.launch(
|
| 739 |
-
share=False,
|
| 740 |
-
show_error=True,
|
| 741 |
-
server_name="0.0.0.0",
|
| 742 |
-
server_port=7860
|
| 743 |
-
)
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|