BriefGPT.xyz
Jun, 2019
面向全球的乳腺癌筛查多实例分类器
Globally-Aware Multiple Instance Classifier for Breast Cancer Screening
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Yiqiu Shen, Nan Wu, Jason Phang, Jungkyu Park, Gene Kim...
TL;DR
本文提出了一个神经网络模型，利用全局关注图和多个局部区域的信息来分类乳腺癌病变，该模型能够在筛查乳腺X线照片的解释方面实现放射科医师水平的性能，并生成可能的恶性发现的像素级显著图。
Abstract
deep learning
models designed for visual classification tasks on natural images have become prevalent in
medical image analysis
. However, medical images differ from typical natural images in many ways, such as si
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