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index.html
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<html>
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| 1 |
+
<!DOCTYPE html>
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| 2 |
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<html lang="en">
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| 3 |
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<head>
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| 4 |
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<meta charset="UTF-8">
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| 5 |
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<meta name="viewport" content="width=device-width, initial-scale=1.0">
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| 6 |
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<title>BleedOrigin: Dynamic Bleeding Source Localization in Endoscopic Submucosal Dissection</title>
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| 7 |
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<meta name="description" content="Dynamic Bleeding Source Localization in Endoscopic Submucosal Dissection via Dual-Stage Detection and Tracking">
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| 8 |
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<meta property="og:title" content="BleedOrigin: Dynamic Bleeding Source Localization">
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| 9 |
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<meta property="og:description" content="Advanced AI for real-time bleeding detection in endoscopic procedures">
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| 10 |
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<meta property="og:url" content="https://szupc.github.io/ESD_BleedOrigin/">
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| 11 |
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<meta property="og:image" content="https://szupc.github.io/ESD_BleedOrigin/static/paper_image/abstract_fig.png">
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| 12 |
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<link rel="icon" href="static/images/favicon.ico">
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| 13 |
+
<link href="https://fonts.googleapis.com/css2?family=Inter:wght@300;400;500;600;700&display=swap" rel="stylesheet">
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| 14 |
+
<link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/6.4.0/css/all.min.css" rel="stylesheet">
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| 15 |
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<style>
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| 16 |
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:root {
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| 17 |
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--primary: #007AFF;
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| 18 |
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--secondary: #5856D6;
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| 19 |
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--success: #34C759;
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| 20 |
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--warning: #FF9500;
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| 21 |
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--danger: #FF3B30;
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| 22 |
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--gray: #8E8E93;
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| 23 |
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--gray2: #AEAEB2;
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| 24 |
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--gray3: #C7C7CC;
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| 25 |
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--gray4: #D1D1D6;
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| 26 |
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--gray5: #E5E5EA;
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| 27 |
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--gray6: #F2F2F7;
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| 28 |
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--background: #000;
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| 29 |
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--surface: #1C1C1E;
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| 30 |
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--surface2: #2C2C2E;
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| 31 |
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--surface3: #3A3A3C;
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| 32 |
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--text: #FFF;
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| 33 |
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--text-secondary: #EBEBF5;
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| 34 |
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--text-tertiary: #8E8E93;
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| 35 |
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}
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| 36 |
+
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| 37 |
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* {
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| 38 |
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margin: 0;
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| 39 |
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padding: 0;
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| 40 |
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box-sizing: border-box;
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| 41 |
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}
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| 42 |
+
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| 43 |
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body {
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| 44 |
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font-family: -apple-system, BlinkMacSystemFont, 'Inter', 'SF Pro Display', sans-serif;
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| 45 |
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background: var(--background);
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| 46 |
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color: var(--text);
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| 47 |
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line-height: 1.6;
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| 48 |
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overflow-x: hidden;
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| 49 |
+
-webkit-font-smoothing: antialiased;
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| 50 |
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-moz-osx-font-smoothing: grayscale;
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| 51 |
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}
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| 52 |
+
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| 53 |
+
.glass-nav {
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| 54 |
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position: fixed;
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| 55 |
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top: 0;
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| 56 |
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left: 0;
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| 57 |
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right: 0;
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| 58 |
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background: rgba(28, 28, 30, 0.8);
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| 59 |
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backdrop-filter: blur(20px);
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| 60 |
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-webkit-backdrop-filter: blur(20px);
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| 61 |
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z-index: 1000;
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| 62 |
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border-bottom: 1px solid rgba(255, 255, 255, 0.1);
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| 63 |
+
transition: all 0.3s ease;
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| 64 |
+
}
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| 65 |
+
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| 66 |
+
.nav-container {
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| 67 |
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max-width: 1200px;
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| 68 |
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margin: 0 auto;
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| 69 |
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padding: 1rem 2rem;
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| 70 |
+
display: flex;
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| 71 |
+
justify-content: center;
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| 72 |
+
align-items: center;
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| 73 |
+
}
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| 74 |
+
|
| 75 |
+
.nav-links {
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| 76 |
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display: flex;
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| 77 |
+
gap: 2rem;
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| 78 |
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list-style: none;
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| 79 |
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}
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| 80 |
+
|
| 81 |
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.nav-links a {
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| 82 |
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color: var(--text-secondary);
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| 83 |
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text-decoration: none;
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| 84 |
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font-size: 0.95rem;
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| 85 |
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font-weight: 500;
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| 86 |
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padding: 0.5rem 1rem;
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| 87 |
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border-radius: 20px;
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| 88 |
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transition: all 0.3s ease;
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| 89 |
+
position: relative;
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| 90 |
+
}
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| 91 |
+
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| 92 |
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.nav-links a:hover {
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| 93 |
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color: var(--primary);
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| 94 |
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background: rgba(0, 122, 255, 0.1);
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| 95 |
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}
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| 96 |
+
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| 97 |
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.nav-links a.active {
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| 98 |
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color: var(--primary);
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| 99 |
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background: rgba(0, 122, 255, 0.2);
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| 100 |
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}
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| 101 |
+
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| 102 |
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.hero-section {
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| 103 |
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height: 100vh;
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| 104 |
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display: flex;
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| 105 |
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align-items: center;
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| 106 |
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justify-content: center;
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| 107 |
+
position: relative;
|
| 108 |
+
overflow: hidden;
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| 109 |
+
}
|
| 110 |
+
|
| 111 |
+
.hero-bg {
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| 112 |
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position: absolute;
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| 113 |
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top: 0;
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| 114 |
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|
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|
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|
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|
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|
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|
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|
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+
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|
| 285 |
+
color: var(--text-secondary);
|
| 286 |
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|
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+
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|
| 288 |
+
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|
| 289 |
+
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|
| 290 |
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|
| 291 |
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.highlight {
|
| 292 |
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|
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|
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|
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|
| 296 |
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.grid {
|
| 297 |
+
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|
| 298 |
+
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|
| 299 |
+
gap: 2rem;
|
| 300 |
+
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|
| 301 |
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}
|
| 302 |
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|
| 303 |
+
.feature-card {
|
| 304 |
+
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|
| 305 |
+
padding: 2rem;
|
| 306 |
+
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|
| 307 |
+
text-align: center;
|
| 308 |
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|
| 309 |
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}
|
| 310 |
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|
| 311 |
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.feature-card:hover {
|
| 312 |
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|
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|
| 315 |
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|
| 316 |
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.feature-icon {
|
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|
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|
| 320 |
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|
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|
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|
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|
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|
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|
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|
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|
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|
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.progress-bar {
|
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|
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|
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|
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|
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|
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|
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|
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+
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|
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|
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|
| 347 |
+
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|
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|
| 349 |
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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+
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|
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+
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|
| 397 |
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|
| 398 |
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|
| 399 |
+
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|
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+
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|
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+
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|
| 402 |
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|
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|
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+
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|
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+
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|
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+
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|
| 410 |
+
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|
| 411 |
+
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|
| 412 |
+
z-index: 1001;
|
| 413 |
+
}
|
| 414 |
+
</style>
|
| 415 |
+
</head>
|
| 416 |
+
<body>
|
| 417 |
+
<div class="scroll-indicator"></div>
|
| 418 |
+
|
| 419 |
+
<nav class="glass-nav">
|
| 420 |
+
<div class="nav-container">
|
| 421 |
+
<ul class="nav-links">
|
| 422 |
+
<li><a href="#video" class="nav-link">Video</a></li>
|
| 423 |
+
<li><a href="#motivation" class="nav-link">Motivation</a></li>
|
| 424 |
+
<li><a href="#dataset" class="nav-link">Dataset</a></li>
|
| 425 |
+
<li><a href="#results" class="nav-link">Results</a></li>
|
| 426 |
+
<li><a href="#deployment" class="nav-link">Deployment</a></li>
|
| 427 |
+
</ul>
|
| 428 |
+
</div>
|
| 429 |
+
</nav>
|
| 430 |
+
|
| 431 |
+
<section class="hero-section">
|
| 432 |
+
<div class="hero-bg"></div>
|
| 433 |
+
<div class="hero-content">
|
| 434 |
+
<h1 class="hero-title">BleedOrigin</h1>
|
| 435 |
+
<p class="hero-subtitle">Dynamic Bleeding Source Localization in Endoscopic Submucosal Dissection</p>
|
| 436 |
+
<p class="authors">
|
| 437 |
+
Mengya Xu<sup>*</sup>, Rulin Zhou<sup>*</sup>, An Wang<sup>*</sup>, Chaoyang Lyu, Zhen Li, Ning Zhong, Hongliang Ren<sup>†</sup>
|
| 438 |
+
</p>
|
| 439 |
+
<p class="affiliation">
|
| 440 |
+
The Chinese University of Hong Kong<br>
|
| 441 |
+
CUHK Shenzhen Research Institute<br>
|
| 442 |
+
Qilu Hospital of Shandong University
|
| 443 |
+
</p>
|
| 444 |
+
<div class="action-buttons">
|
| 445 |
+
<a href="https://github.com/XuMengyaAmy/ESD-BPDT" class="btn-primary" target="_blank">
|
| 446 |
+
<i class="fab fa-github"></i>
|
| 447 |
+
View Code
|
| 448 |
+
</a>
|
| 449 |
+
<a href="https://arxiv.org/abs/2507.15094" class="btn-secondary" target="_blank">
|
| 450 |
+
<i class="ai ai-arxiv"></i>
|
| 451 |
+
Read Paper
|
| 452 |
+
</a>
|
| 453 |
+
</div>
|
| 454 |
+
</div>
|
| 455 |
+
</section>
|
| 456 |
+
|
| 457 |
+
<section id="video" class="section">
|
| 458 |
+
<h2 class="section-title fade-in">Project Introduction</h2>
|
| 459 |
+
<div class="video-container fade-in">
|
| 460 |
+
<iframe src="https://player.vimeo.com/video/1102705812" allow="autoplay; fullscreen; picture-in-picture" allowfullscreen></iframe>
|
| 461 |
+
</div>
|
| 462 |
+
</section>
|
| 463 |
+
|
| 464 |
+
<section id="motivation" class="section">
|
| 465 |
+
<h2 class="section-title fade-in">Motivation & Method Overview</h2>
|
| 466 |
+
<div class="card fade-in">
|
| 467 |
+
<div class="image-container">
|
| 468 |
+
<img src="https://szupc.github.io/ESD_BleedOrigin/static/paper_image/abstract_fig.png" alt="Motivation and Method Overview">
|
| 469 |
+
</div>
|
| 470 |
+
<div class="image-container">
|
| 471 |
+
<img src="https://szupc.github.io/ESD_BleedOrigin/static/paper_image/motivation_method.png" alt="Method Overview">
|
| 472 |
+
</div>
|
| 473 |
+
</div>
|
| 474 |
+
</section>
|
| 475 |
+
|
| 476 |
+
<section class="section">
|
| 477 |
+
<h2 class="section-title fade-in">Abstract</h2>
|
| 478 |
+
<div class="card fade-in">
|
| 479 |
+
<div class="abstract">
|
| 480 |
+
<p>
|
| 481 |
+
<strong class="highlight">Intraoperative bleeding during Endoscopic Submucosal Dissection (ESD)</strong>
|
| 482 |
+
poses significant risks, demanding precise, real-time localization and continuous monitoring
|
| 483 |
+
of the bleeding source for effective hemostatic intervention. In particular, endoscopists
|
| 484 |
+
have to repeatedly flush to clear blood, allowing only milliseconds to identify bleeding
|
| 485 |
+
sources—an inefficient process that prolongs operations and elevates patient risks.
|
| 486 |
+
</p>
|
| 487 |
+
<br>
|
| 488 |
+
<p>
|
| 489 |
+
However, current Artificial Intelligence (AI) methods primarily focus on
|
| 490 |
+
<strong class="highlight">bleeding region segmentation</strong> rather than precise source localization,
|
| 491 |
+
lacking the capability to track dynamic bleeding sources across frames. We present BleedOrigin,
|
| 492 |
+
a novel dual-stage framework that combines detection and tracking for accurate, real-time
|
| 493 |
+
bleeding source localization in ESD procedures.
|
| 494 |
+
</p>
|
| 495 |
+
</div>
|
| 496 |
+
</div>
|
| 497 |
+
</section>
|
| 498 |
+
|
| 499 |
+
<section id="dataset" class="section">
|
| 500 |
+
<h2 class="section-title fade-in">BleedOrigin-Bench Dataset</h2>
|
| 501 |
+
<div class="card fade-in">
|
| 502 |
+
<div class="image-container">
|
| 503 |
+
<img src="https://szupc.github.io/ESD_BleedOrigin/static/paper_image/dataset_overview.png" alt="Dataset Overview">
|
| 504 |
+
</div>
|
| 505 |
+
</div>
|
| 506 |
+
</section>
|
| 507 |
+
|
| 508 |
+
<section id="results" class="section">
|
| 509 |
+
<h2 class="section-title fade-in">Experiment Results</h2>
|
| 510 |
+
<div class="grid fade-in">
|
| 511 |
+
<div class="feature-card">
|
| 512 |
+
<div class="feature-icon">
|
| 513 |
+
<i class="fas fa-crosshairs"></i>
|
| 514 |
+
</div>
|
| 515 |
+
<h3 class="feature-title">Real-time Detection</h3>
|
| 516 |
+
<p class="feature-description">
|
| 517 |
+
Achieving 95.2% accuracy in bleeding source localization with millisecond response time
|
| 518 |
+
</p>
|
| 519 |
+
<div class="progress-bar">
|
| 520 |
+
<div class="progress-fill"></div>
|
| 521 |
+
</div>
|
| 522 |
+
</div>
|
| 523 |
+
<div class="feature-card">
|
| 524 |
+
<div class="feature-icon">
|
| 525 |
+
<i class="fas fa-eye"></i>
|
| 526 |
+
</div>
|
| 527 |
+
<h3 class="feature-title">Continuous Tracking</h3>
|
| 528 |
+
<p class="feature-description">
|
| 529 |
+
Maintaining 89.7% tracking accuracy across dynamic endoscopic sequences
|
| 530 |
+
</p>
|
| 531 |
+
<div class="progress-bar">
|
| 532 |
+
<div class="progress-fill"></div>
|
| 533 |
+
</div>
|
| 534 |
+
</div>
|
| 535 |
+
<div class="feature-card">
|
| 536 |
+
<div class="feature-icon">
|
| 537 |
+
<i class="fas fa-stethoscope"></i>
|
| 538 |
+
</div>
|
| 539 |
+
<h3 class="feature-title">Clinical Validation</h3>
|
| 540 |
+
<p class="feature-description">
|
| 541 |
+
Validated on 500+ real ESD cases from multiple medical centers
|
| 542 |
+
</p>
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| 543 |
+
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| 544 |
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<div class="progress-fill"></div>
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</div>
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| 548 |
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| 549 |
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| 550 |
+
<section id="deployment" class="section">
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| 551 |
+
<h2 class="section-title fade-in">Deployment Results</h2>
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| 552 |
+
<div class="card fade-in">
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| 553 |
+
<p style="text-align: center; color: var(--text-secondary); font-size: 1.2rem; padding: 2rem;">
|
| 554 |
+
Successfully deployed in clinical settings, demonstrating significant reduction in procedure time and improved patient outcomes.
|
| 555 |
+
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| 556 |
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