Assessing the Trustworthiness of Saliency Maps for Localizing Abnormalities in Medical Imaging.
Nishanth ArunNathan GawPraveer SinghKen ChangMehak AggarwalBryan ChenKatharina Viktoria HoebelSharut GuptaJay PatelMishka GidwaniJulius AdebayoMatthew D LiJayashree Kalpathy-CramerPublished in: Radiology. Artificial intelligence (2021)
The use of saliency maps in the high-risk domain of medical imaging warrants additional scrutiny and recommend that detection or segmentation models be used if localization is the desired output of the network.Keywords: Technology Assessment, Technical Aspects, Feature Detection, Convolutional Neural Network (CNN) Supplemental material is available for this article. © RSNA, 2021.