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<!DOCTYPE html>
<html>
	<head>
		<link rel="stylesheet" href="file/style.css" />
		<link rel="preconnect" href="https://fonts.googleapis.com" />
		<link rel="preconnect" href="https://fonts.gstatic.com" crossorigin />
		<link href="https://fonts.googleapis.com/css2?family=Source+Sans+Pro:wght@400;600;700&display=swap" rel="stylesheet" />
		<title>Medical Image Classification with MONAI - Pathology Nuclei Segmentation Classification</title>
	</head>
	<body>
		<div class="container">
			<h1 class="title">Medical Image Classification with MONAI - Pathology Nuclei Segmentation Classification</h1>
			<h2 class="subtitle">Kalbe Digital Lab</h2>
			<section class="overview">
				<div class="grid-container">
					<h3 class="overview-heading"><span class="vl">Overview</span></h3>
					<div class="overview-content">
						<p>
							A simultaneous segmentation of nuclei within multitissue histology images. <br />
							References: <a href="https://arxiv.org/abs/1812.06499" target="_blank">https://arxiv.org/abs/1812.06499</a>
						</p>
					</div>
				</div>
				<div class="grid-container">
					<h3 class="overview-heading"><span class="vl">Dataset</span></h3>
					<div class="overview-content">
						<p>The model is trained with multi-tissue histology images based on <a href="https://warwick.ac.uk/fac/cross_fac/tia/data/hovernet/" target="_blank">CoNSeP dataset.</a></p>
						<ul>
							<li>Target: Nuclei</li>
							<li>Task: Instance Segmentation</li>
							<li>Modality: RGB images</li>
						</ul>
					</div>
				</div>
				<div class="grid-container">
					<h3 class="overview-heading"><span class="vl">Model Architecture</span></h3>
					<div class="overview-content">
						<p>Overview approach for simultaneous nuclear instance segmentation.</p>
						<img class="content-image" src="file/figures/OverviewNucleiSegmentationClassification.jpg" alt="model-architecture" />
					</div>
				</div>
			</section>
			<h3 class="overview-heading"><span class="vl">Demo</span></h3>
			<p class="overview-content">Please select or upload a histology image to see nuclei segmentation capabilities of this model</p>
		</div>
	</body>
</html>