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The unique nature of histopathology images opens the door to domain-specific formulations of image translation models. We propose a difficulty translation model that modifies colorectal histopathology images to be more challenging to classify.
Sep 26, 2020
Apr 27, 2020 · We propose a difficulty translation model that modifies colorectal histopathology images to be more challenging to classify.
First, generated images were indeed harder to classify for both human pathologists and machine learning classifiers than their corresponding source images.
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Code for "Difficulty Translation in Histopathology Images" full paper at Artificial Intelligence in Medicine (AIME) 2020. License. GPL-3.0 license.
First, generated images were indeed harder to classify for both human pathologists and machine learning classifiers than their corresponding source images.
First, generated images were indeed harder to classify for both human pathologists and machine learning classifiers than their corresponding source images.
Apr 27, 2020 · We present three findings. First, generated images were indeed harder to classify for both human pathologists and machine learning classifiers ...
Difficulty Translation in Histopathology Images ... Authors: Jerry Wei; Arief Suriawinata; Xiaoying Liu; Bing Ren; Mustafa Nasir-Moin; Naofumi Tomita; Jason Wei ...
Difficulty Translation in Histopathology Images. J. Wei, A. Suriawinata, X. Liu, B. Ren, M. Nasir-Moin, N. Tomita, J. Wei, and S. Hassanpour.