Spaces:
Running
Running
Update app.py
Browse files
app.py
CHANGED
|
@@ -1,9 +1,10 @@
|
|
| 1 |
from fastapi import FastAPI, File, UploadFile, Form
|
| 2 |
-
from fastapi.responses import JSONResponse
|
| 3 |
from fastapi.middleware.cors import CORSMiddleware
|
| 4 |
from ultralytics import YOLO
|
| 5 |
import numpy as np
|
| 6 |
import cv2
|
|
|
|
| 7 |
|
| 8 |
app = FastAPI()
|
| 9 |
|
|
@@ -58,6 +59,11 @@ async def detect(
|
|
| 58 |
}
|
| 59 |
})
|
| 60 |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 61 |
return JSONResponse({
|
| 62 |
"detections": detections,
|
| 63 |
"count": len(detections),
|
|
@@ -68,15 +74,287 @@ async def detect(
|
|
| 68 |
"settings": {
|
| 69 |
"confidence": confidence,
|
| 70 |
"overlap": overlap,
|
| 71 |
-
}
|
|
|
|
| 72 |
})
|
| 73 |
|
| 74 |
|
| 75 |
-
@app.get("/")
|
| 76 |
-
def
|
| 77 |
-
|
| 78 |
-
|
| 79 |
-
|
| 80 |
-
|
| 81 |
-
|
| 82 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
from fastapi import FastAPI, File, UploadFile, Form
|
| 2 |
+
from fastapi.responses import JSONResponse, HTMLResponse
|
| 3 |
from fastapi.middleware.cors import CORSMiddleware
|
| 4 |
from ultralytics import YOLO
|
| 5 |
import numpy as np
|
| 6 |
import cv2
|
| 7 |
+
import base64
|
| 8 |
|
| 9 |
app = FastAPI()
|
| 10 |
|
|
|
|
| 59 |
}
|
| 60 |
})
|
| 61 |
|
| 62 |
+
# Draw boxes on image and return as base64
|
| 63 |
+
annotated = results.plot()
|
| 64 |
+
_, buffer = cv2.imencode(".jpg", annotated)
|
| 65 |
+
annotated_b64 = base64.b64encode(buffer).decode("utf-8")
|
| 66 |
+
|
| 67 |
return JSONResponse({
|
| 68 |
"detections": detections,
|
| 69 |
"count": len(detections),
|
|
|
|
| 74 |
"settings": {
|
| 75 |
"confidence": confidence,
|
| 76 |
"overlap": overlap,
|
| 77 |
+
},
|
| 78 |
+
"annotated_image": f"data:image/jpeg;base64,{annotated_b64}"
|
| 79 |
})
|
| 80 |
|
| 81 |
|
| 82 |
+
@app.get("/", response_class=HTMLResponse)
|
| 83 |
+
def ui():
|
| 84 |
+
classes = list(model.names.values())
|
| 85 |
+
classes_str = ", ".join(f'<span class="tag">{c}</span>' for c in classes)
|
| 86 |
+
return f"""<!DOCTYPE html>
|
| 87 |
+
<html lang="en">
|
| 88 |
+
<head>
|
| 89 |
+
<meta charset="UTF-8">
|
| 90 |
+
<meta name="viewport" content="width=device-width, initial-scale=1.0">
|
| 91 |
+
<title>Floor Plan Detector</title>
|
| 92 |
+
<style>
|
| 93 |
+
*, *::before, *::after {{ box-sizing: border-box; margin: 0; padding: 0; }}
|
| 94 |
+
body {{
|
| 95 |
+
font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', sans-serif;
|
| 96 |
+
background: #f0f2f5;
|
| 97 |
+
min-height: 100vh;
|
| 98 |
+
display: flex;
|
| 99 |
+
flex-direction: column;
|
| 100 |
+
align-items: center;
|
| 101 |
+
padding: 32px 16px;
|
| 102 |
+
color: #1a1a2e;
|
| 103 |
+
}}
|
| 104 |
+
h1 {{ font-size: 1.6rem; font-weight: 700; margin-bottom: 4px; }}
|
| 105 |
+
.subtitle {{ color: #666; font-size: 0.9rem; margin-bottom: 24px; }}
|
| 106 |
+
.card {{
|
| 107 |
+
background: white;
|
| 108 |
+
border-radius: 16px;
|
| 109 |
+
padding: 28px;
|
| 110 |
+
width: 100%;
|
| 111 |
+
max-width: 720px;
|
| 112 |
+
box-shadow: 0 4px 24px rgba(0,0,0,0.08);
|
| 113 |
+
margin-bottom: 20px;
|
| 114 |
+
}}
|
| 115 |
+
.card h2 {{ font-size: 1rem; font-weight: 600; margin-bottom: 16px; color: #444; text-transform: uppercase; letter-spacing: 0.05em; }}
|
| 116 |
+
.drop-zone {{
|
| 117 |
+
border: 2px dashed #c5c9d6;
|
| 118 |
+
border-radius: 12px;
|
| 119 |
+
padding: 40px 20px;
|
| 120 |
+
text-align: center;
|
| 121 |
+
cursor: pointer;
|
| 122 |
+
transition: all 0.2s;
|
| 123 |
+
background: #fafbfc;
|
| 124 |
+
position: relative;
|
| 125 |
+
}}
|
| 126 |
+
.drop-zone:hover, .drop-zone.drag-over {{ border-color: #4f46e5; background: #f5f3ff; }}
|
| 127 |
+
.drop-zone input {{ position: absolute; inset: 0; opacity: 0; cursor: pointer; width: 100%; height: 100%; }}
|
| 128 |
+
.drop-icon {{ font-size: 2rem; margin-bottom: 8px; }}
|
| 129 |
+
.drop-text {{ color: #666; font-size: 0.95rem; }}
|
| 130 |
+
.drop-text strong {{ color: #4f46e5; }}
|
| 131 |
+
#preview {{ max-width: 100%; border-radius: 8px; margin-top: 16px; display: none; }}
|
| 132 |
+
.slider-row {{
|
| 133 |
+
display: flex;
|
| 134 |
+
align-items: center;
|
| 135 |
+
gap: 12px;
|
| 136 |
+
margin-bottom: 14px;
|
| 137 |
+
}}
|
| 138 |
+
.slider-label {{ width: 110px; font-size: 0.9rem; color: #555; font-weight: 500; }}
|
| 139 |
+
input[type=range] {{ flex: 1; accent-color: #4f46e5; cursor: pointer; }}
|
| 140 |
+
.slider-val {{
|
| 141 |
+
width: 42px;
|
| 142 |
+
text-align: right;
|
| 143 |
+
font-size: 0.9rem;
|
| 144 |
+
font-weight: 600;
|
| 145 |
+
color: #4f46e5;
|
| 146 |
+
}}
|
| 147 |
+
.btn {{
|
| 148 |
+
width: 100%;
|
| 149 |
+
padding: 14px;
|
| 150 |
+
background: #4f46e5;
|
| 151 |
+
color: white;
|
| 152 |
+
border: none;
|
| 153 |
+
border-radius: 10px;
|
| 154 |
+
font-size: 1rem;
|
| 155 |
+
font-weight: 600;
|
| 156 |
+
cursor: pointer;
|
| 157 |
+
transition: background 0.2s;
|
| 158 |
+
margin-top: 8px;
|
| 159 |
+
}}
|
| 160 |
+
.btn:hover {{ background: #4338ca; }}
|
| 161 |
+
.btn:disabled {{ background: #a5b4fc; cursor: not-allowed; }}
|
| 162 |
+
#result-img {{ max-width: 100%; border-radius: 10px; display: none; }}
|
| 163 |
+
.stats {{
|
| 164 |
+
display: flex;
|
| 165 |
+
gap: 16px;
|
| 166 |
+
margin-bottom: 16px;
|
| 167 |
+
flex-wrap: wrap;
|
| 168 |
+
}}
|
| 169 |
+
.stat {{
|
| 170 |
+
background: #f5f3ff;
|
| 171 |
+
border-radius: 8px;
|
| 172 |
+
padding: 10px 18px;
|
| 173 |
+
text-align: center;
|
| 174 |
+
}}
|
| 175 |
+
.stat-val {{ font-size: 1.5rem; font-weight: 700; color: #4f46e5; }}
|
| 176 |
+
.stat-lbl {{ font-size: 0.75rem; color: #888; margin-top: 2px; }}
|
| 177 |
+
.detections {{ display: flex; flex-direction: column; gap: 8px; }}
|
| 178 |
+
.det-row {{
|
| 179 |
+
display: flex;
|
| 180 |
+
align-items: center;
|
| 181 |
+
justify-content: space-between;
|
| 182 |
+
background: #f9fafb;
|
| 183 |
+
border-radius: 8px;
|
| 184 |
+
padding: 10px 14px;
|
| 185 |
+
font-size: 0.9rem;
|
| 186 |
+
}}
|
| 187 |
+
.det-class {{ font-weight: 600; }}
|
| 188 |
+
.det-conf {{
|
| 189 |
+
background: #4f46e5;
|
| 190 |
+
color: white;
|
| 191 |
+
border-radius: 20px;
|
| 192 |
+
padding: 2px 10px;
|
| 193 |
+
font-size: 0.8rem;
|
| 194 |
+
font-weight: 600;
|
| 195 |
+
}}
|
| 196 |
+
.tags {{ display: flex; flex-wrap: wrap; gap: 6px; margin-top: 4px; }}
|
| 197 |
+
.tag {{
|
| 198 |
+
background: #ede9fe;
|
| 199 |
+
color: #5b21b6;
|
| 200 |
+
border-radius: 20px;
|
| 201 |
+
padding: 3px 10px;
|
| 202 |
+
font-size: 0.8rem;
|
| 203 |
+
font-weight: 500;
|
| 204 |
+
}}
|
| 205 |
+
.error {{ color: #dc2626; background: #fef2f2; border-radius: 8px; padding: 12px 16px; font-size: 0.9rem; }}
|
| 206 |
+
.hidden {{ display: none; }}
|
| 207 |
+
#result-section {{ display: none; }}
|
| 208 |
+
.spinner {{
|
| 209 |
+
width: 20px; height: 20px;
|
| 210 |
+
border: 3px solid rgba(255,255,255,0.4);
|
| 211 |
+
border-top-color: white;
|
| 212 |
+
border-radius: 50%;
|
| 213 |
+
animation: spin 0.8s linear infinite;
|
| 214 |
+
display: inline-block;
|
| 215 |
+
vertical-align: middle;
|
| 216 |
+
margin-right: 8px;
|
| 217 |
+
}}
|
| 218 |
+
@keyframes spin {{ to {{ transform: rotate(360deg); }} }}
|
| 219 |
+
</style>
|
| 220 |
+
</head>
|
| 221 |
+
<body>
|
| 222 |
+
<h1>🏠 Floor Plan Detector</h1>
|
| 223 |
+
<p class="subtitle">YOLOv8s · Trained on 14,274 floor plan images</p>
|
| 224 |
+
|
| 225 |
+
<div class="card">
|
| 226 |
+
<h2>Upload Image</h2>
|
| 227 |
+
<div class="drop-zone" id="dropZone">
|
| 228 |
+
<input type="file" id="fileInput" accept="image/*">
|
| 229 |
+
<div class="drop-icon">📐</div>
|
| 230 |
+
<div class="drop-text">Drop a floor plan image or <strong>click to browse</strong></div>
|
| 231 |
+
</div>
|
| 232 |
+
<img id="preview">
|
| 233 |
+
</div>
|
| 234 |
+
|
| 235 |
+
<div class="card">
|
| 236 |
+
<h2>Settings</h2>
|
| 237 |
+
<div class="slider-row">
|
| 238 |
+
<span class="slider-label">Confidence</span>
|
| 239 |
+
<input type="range" id="conf" min="1" max="99" value="50">
|
| 240 |
+
<span class="slider-val" id="confVal">0.50</span>
|
| 241 |
+
</div>
|
| 242 |
+
<div class="slider-row">
|
| 243 |
+
<span class="slider-label">Overlap (IoU)</span>
|
| 244 |
+
<input type="range" id="overlap" min="1" max="99" value="50">
|
| 245 |
+
<span class="slider-val" id="overlapVal">0.50</span>
|
| 246 |
+
</div>
|
| 247 |
+
<div style="margin-top:8px">
|
| 248 |
+
<span style="font-size:0.85rem;color:#888;">Detectable classes: </span>
|
| 249 |
+
<div class="tags" style="margin-top:6px">{classes_str}</div>
|
| 250 |
+
</div>
|
| 251 |
+
<button class="btn" id="detectBtn" onclick="detect()" disabled>Select an image first</button>
|
| 252 |
+
</div>
|
| 253 |
+
|
| 254 |
+
<div id="result-section">
|
| 255 |
+
<div class="card">
|
| 256 |
+
<h2>Annotated Result</h2>
|
| 257 |
+
<img id="result-img">
|
| 258 |
+
</div>
|
| 259 |
+
<div class="card">
|
| 260 |
+
<h2>Detections</h2>
|
| 261 |
+
<div class="stats">
|
| 262 |
+
<div class="stat"><div class="stat-val" id="countVal">0</div><div class="stat-lbl">Objects Found</div></div>
|
| 263 |
+
<div class="stat"><div class="stat-val" id="confSetting">0.50</div><div class="stat-lbl">Confidence Used</div></div>
|
| 264 |
+
</div>
|
| 265 |
+
<div class="detections" id="detList"></div>
|
| 266 |
+
<div class="error hidden" id="errBox"></div>
|
| 267 |
+
</div>
|
| 268 |
+
</div>
|
| 269 |
+
|
| 270 |
+
<script>
|
| 271 |
+
const confSlider = document.getElementById('conf');
|
| 272 |
+
const overlapSlider = document.getElementById('overlap');
|
| 273 |
+
const confVal = document.getElementById('confVal');
|
| 274 |
+
const overlapVal = document.getElementById('overlapVal');
|
| 275 |
+
const fileInput = document.getElementById('fileInput');
|
| 276 |
+
const preview = document.getElementById('preview');
|
| 277 |
+
const btn = document.getElementById('detectBtn');
|
| 278 |
+
const dropZone = document.getElementById('dropZone');
|
| 279 |
+
|
| 280 |
+
confSlider.oninput = () => confVal.textContent = (confSlider.value / 100).toFixed(2);
|
| 281 |
+
overlapSlider.oninput = () => overlapVal.textContent = (overlapSlider.value / 100).toFixed(2);
|
| 282 |
+
|
| 283 |
+
dropZone.addEventListener('dragover', e => {{ e.preventDefault(); dropZone.classList.add('drag-over'); }});
|
| 284 |
+
dropZone.addEventListener('dragleave', () => dropZone.classList.remove('drag-over'));
|
| 285 |
+
dropZone.addEventListener('drop', e => {{
|
| 286 |
+
e.preventDefault();
|
| 287 |
+
dropZone.classList.remove('drag-over');
|
| 288 |
+
if (e.dataTransfer.files[0]) loadFile(e.dataTransfer.files[0]);
|
| 289 |
+
}});
|
| 290 |
+
|
| 291 |
+
fileInput.onchange = () => {{ if (fileInput.files[0]) loadFile(fileInput.files[0]); }};
|
| 292 |
+
|
| 293 |
+
function loadFile(file) {{
|
| 294 |
+
const reader = new FileReader();
|
| 295 |
+
reader.onload = e => {{
|
| 296 |
+
preview.src = e.target.result;
|
| 297 |
+
preview.style.display = 'block';
|
| 298 |
+
btn.disabled = false;
|
| 299 |
+
btn.textContent = 'Run Detection';
|
| 300 |
+
}};
|
| 301 |
+
reader.readAsDataURL(file);
|
| 302 |
+
}}
|
| 303 |
+
|
| 304 |
+
async function detect() {{
|
| 305 |
+
const file = fileInput.files[0];
|
| 306 |
+
if (!file) return;
|
| 307 |
+
|
| 308 |
+
btn.disabled = true;
|
| 309 |
+
btn.innerHTML = '<span class="spinner"></span>Detecting...';
|
| 310 |
+
document.getElementById('result-section').style.display = 'none';
|
| 311 |
+
document.getElementById('errBox').classList.add('hidden');
|
| 312 |
+
|
| 313 |
+
const fd = new FormData();
|
| 314 |
+
fd.append('file', file);
|
| 315 |
+
fd.append('confidence', confSlider.value / 100);
|
| 316 |
+
fd.append('overlap', overlapSlider.value / 100);
|
| 317 |
+
|
| 318 |
+
try {{
|
| 319 |
+
const res = await fetch('/detect', {{ method: 'POST', body: fd }});
|
| 320 |
+
const data = await res.json();
|
| 321 |
+
|
| 322 |
+
if (data.error) throw new Error(data.error);
|
| 323 |
+
|
| 324 |
+
// Show annotated image
|
| 325 |
+
document.getElementById('result-img').src = data.annotated_image;
|
| 326 |
+
document.getElementById('result-img').style.display = 'block';
|
| 327 |
+
|
| 328 |
+
// Stats
|
| 329 |
+
document.getElementById('countVal').textContent = data.count;
|
| 330 |
+
document.getElementById('confSetting').textContent = data.settings.confidence.toFixed(2);
|
| 331 |
+
|
| 332 |
+
// Detection list
|
| 333 |
+
const list = document.getElementById('detList');
|
| 334 |
+
if (data.detections.length === 0) {{
|
| 335 |
+
list.innerHTML = '<div class="det-row" style="color:#888">No objects detected — try lowering the confidence threshold</div>';
|
| 336 |
+
}} else {{
|
| 337 |
+
list.innerHTML = data.detections
|
| 338 |
+
.sort((a, b) => b.confidence - a.confidence)
|
| 339 |
+
.map(d => `
|
| 340 |
+
<div class="det-row">
|
| 341 |
+
<span class="det-class">${{d.class}}</span>
|
| 342 |
+
<span class="det-conf">${{(d.confidence * 100).toFixed(1)}}%</span>
|
| 343 |
+
</div>`)
|
| 344 |
+
.join('');
|
| 345 |
+
}}
|
| 346 |
+
|
| 347 |
+
document.getElementById('result-section').style.display = 'block';
|
| 348 |
+
}} catch (err) {{
|
| 349 |
+
const errBox = document.getElementById('errBox');
|
| 350 |
+
errBox.textContent = 'Error: ' + err.message;
|
| 351 |
+
errBox.classList.remove('hidden');
|
| 352 |
+
document.getElementById('result-section').style.display = 'block';
|
| 353 |
+
}} finally {{
|
| 354 |
+
btn.disabled = false;
|
| 355 |
+
btn.textContent = 'Run Detection';
|
| 356 |
+
}}
|
| 357 |
+
}}
|
| 358 |
+
</script>
|
| 359 |
+
</body>
|
| 360 |
+
</html>"""
|