KalbeDigitalLab/pathology_nuclei_segmentation_classification

1<!DOCTYPE html>2<html>3	<head>4		<link rel="stylesheet" href="file/style.css" />5		<link rel="preconnect" href="https://fonts.googleapis.com" />6		<link rel="preconnect" href="https://fonts.gstatic.com" crossorigin />7		<link href="https://fonts.googleapis.com/css2?family=Source+Sans+Pro:wght@400;600;700&display=swap" rel="stylesheet" />8		<title>Medical Image Classification with MONAI - Pathology Nuclei Segmentation Classification</title>9	</head>10	<body>11		<div class="container">12			<h1 class="title">Medical Image Classification with MONAI - Pathology Nuclei Segmentation Classification</h1>13			<h2 class="subtitle">Kalbe Digital Lab</h2>14			<section class="overview">15				<div class="grid-container">16					<h3 class="overview-heading"><span class="vl">Overview</span></h3>17					<div class="overview-content">18						<p>19							A simultaneous segmentation of nuclei within multitissue histology images. <br />20							References: <a href="https://arxiv.org/abs/1812.06499" target="_blank">https://arxiv.org/abs/1812.06499</a>21						</p>22					</div>23				</div>24				<div class="grid-container">25					<h3 class="overview-heading"><span class="vl">Dataset</span></h3>26					<div>27						<p class="overview-content">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>28						<ul >29							<li>Target: Nuclei</li>30							<li>Task: Instance Segmentation</li>31							<li>Modality: RGB images</li>32						</ul>33					</div>34				</div>35				<div class="grid-container">36					<h3 class="overview-heading"><span class="vl">Model Architecture</span></h3>37					<div>38						<p class="overview-content">Overview approach for simultaneous nuclear instance segmentation.</p>39						<img class="content-image" src="file/figures/OverviewNucleiSegmentationClassification.jpg" alt="model-architecture" />40					</div>41				</div>42			</section>43			<h3 class="overview-heading"><span class="vl">Demo</span></h3>44			<p class="overview-content">Please select or upload a histology image to see nuclei segmentation capabilities of this model</p>45		</div>46	</body>47</html>48