Evaluating the Robustness of Self-Supervised Learning in Medical Imaging

Evaluating the Robustness of Self-Supervised Learning in Medical Imaging

14 May 2021

Fernando Navarro

Christopher Watanabe

Suprosanna Shit

Anjany Sekuboyina

Stephanie E. Combs

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Papers citing "Evaluating the Robustness of Self-Supervised Learning in Medical Imaging"

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Title
Models Genesis: Generic Autodidactic Models for 3D Medical Image Analysis Zongwei Zhou V. Sodha M. R. Siddiquee Ruibin Feng Nima Tajbakhsh Michael B. Gotway Jianming Liang MedIm 67 310 0 19 Aug 2019
Transfusion: Understanding Transfer Learning for Medical Imaging M. Raghu Chiyuan Zhang Jon M. Kleinberg Samy Bengio MedIm 77 985 0 14 Feb 2019
Using Pre-Training Can Improve Model Robustness and Uncertainty Dan Hendrycks Kimin Lee Mantas Mazeika NoLa 73 725 0 28 Jan 2019
The Liver Tumor Segmentation Benchmark (LiTS) Patrick Bilic P. Christ Hongwei Bran Li Eugene Vorontsov Avi Ben-Cohen ... L. Soler Bram van Ginneken H. Greenspan Leo Joskowicz Bjoern Menze 122 1,019 0 13 Jan 2019
Generalizability vs. Robustness: Adversarial Examples for Medical Imaging Magdalini Paschali Sailesh Conjeti Fernando Navarro Nassir Navab OOD MedIm AAML 65 92 0 23 Mar 2018
Validation, comparison, and combination of algorithms for automatic detection of pulmonary nodules in computed tomography images: the LUNA16 challenge A. Setio A. Traverso Thomas de Bel Moira S. N. Berens C. V. D. Bogaard ... Jef Vandemeulebroucke N. Walasek G. Zuidhof Bram van Ginneken Colin Jacobs 90 1,078 0 23 Dec 2016
Unsupervised Learning of Visual Representations by Solving Jigsaw Puzzles M. Noroozi Paolo Favaro SSL 174 2,980 0 30 Mar 2016
Inception-v4, Inception-ResNet and the Impact of Residual Connections on Learning Christian Szegedy Sergey Ioffe Vincent Vanhoucke Alexander A. Alemi 377 14,253 0 23 Feb 2016
Unsupervised Visual Representation Learning by Context Prediction Carl Doersch Abhinav Gupta Alexei A. Efros DRL SSL 166 2,786 0 19 May 2015