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<article><div class="banner banner--blue banner--compact" style="--banner-background-image: url('/sites/default/files/media/image/2021-03/2016.jpg');--banner-background-focus: 100% 0%"><div class="banner__wrapper"><div class="banner__container"><h2 class="banner__heading">NIH Research Festival</h2><div class="banner__content"><p><strong><time datetime="2016-09-14">September 14</time> – <time datetime="2016-09-16">16, 2016</time></strong></p></div></div></div></div></article>
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<div class="section"><div data-drupal-messages-fallback class="hidden"></div></div><main role="main"><div id="main-content" tabindex="-1"></div><div class="section"><div class="content-sidebar"><div class="content-sidebar__main"><div class="content-sidebar__main-content"><div id="block-mainpagecontent-2"><article><h1>Learning to Read Chest X-Rays: Recurrent Neural Cascade Model for Automated Image Annotation</h1><div class="schedule"><div class="schedule__label"><div class="schedule__label-text"><time datetime="2016-09-16">Friday, September 16, 2016</time>
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– Poster Session IV
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</div></div><div class="schedule__content"><div class="schedule__item"><div class="schedule__time">12:00 – 1:30 p.m.</div><div class="schedule__description"><p><strong>FAES Terrace</strong></p></div><div class="schedule__description"><p><strong>CC</strong></p></div><div class="schedule__description"><p><strong>BIOENG-3</strong></p></div></div></div></div><h2>Authors</h2><ul><li>H-C Shin</li><li>K Roberts</li><li>L Lu</li><li>D Demner-Fushman</li><li>J Yao</li><li>RM Summers</li></ul><h2>Abstract</h2><p>Despite the recent advances in automatically describing image contents, their applications have been mostly limited to image caption datasets containing natural images (e.g., user photos). In this paper, we present a deep learning model to efficiently detect a disease from an image and annotate its contexts (e.g., location, severity and the affected organs). We employ a publicly available radiology dataset of chest x-rays and their reports, and use its image annotations to mine disease names to train convolutional neural networks (CNNs). In doing so, we adopt various regularization techniques to circumvent the large normal-vs-diseased cases bias. Recurrent neural networks (RNNs) are then trained to describe the contexts of a detected disease, based on the deep CNN features. Moreover, we introduce a novel approach to use the weights of the already trained pair of CNN/RNN on the domain-specific image/text dataset, to infer the joint image/text contexts for composite image labeling. Significantly improved image annotation results are demonstrated using the recurrent neural cascade model by taking the joint image/text contexts into account.</p><p><strong>Scientific Focus Area</strong>: Biomedical Engineering and Biophysics</p><p class="updated"><small>This page was last updated on Friday, March 26, 2021</small></p></article>
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