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Robust and Efficient Medical Imaging with Self-Supervision



Shekoofeh Azizi , Laura Culp , Jan Freyberg , Basil Mustafa , Sebastien Baur , Simon Kornblith , Ting Chen , Patricia MacWilliams , S. Sara Mahdavi , Ellery Wulczyn , Boris Babenko , Megan Wilson , Aaron Loh , Po-Hsuan Cameron Chen , Yuan Liu , Pinal Bavishi , Scott Mayer McKinney , Jim Winkens , Abhijit Guha Roy , Zach Beaver , Fiona Ryan , Justin Krogue , Mozziyar Etemadi , Umesh Telang , Yun Liu , Lily Peng , Greg S. Corrado , Dale R. Webster , David Fleet , Geoffrey Hinton , Neil Houlsby , Alan Karthikesalingam , Mohammad Norouzi , Vivek Natarajan


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Deep learning for detecting pulmonary tuberculosis via chest radiography: an international study across 10 countries



Sahar Kazemzadeh , Jin Yu , Shahar Jamshy , Rory Pilgrim , Zaid Nabulsi , Christina Chen , Neeral Beladia , Charles Lau , Scott Mayer McKinney , Thad Hughes , Atilla Kiraly , Sreenivasa Raju Kalidindi , Monde Muyoyeta , Jameson Malemela , Ting Shih , Greg S. Corrado , Lily Peng , Katherine Chou , Po-Hsuan Cameron Chen , Yun Liu , Krish Eswaran , Daniel Tse , Shravya Shetty , Shruthi Prabhakara


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Does Your Dermatology Classifier Know What It Doesn't Know? Detecting the Long-Tail of Unseen Conditions



Abhijit Guha Roy , Jie Ren , Shekoofeh Azizi , Aaron Loh , Vivek Natarajan , Basil Mustafa , Nick Pawlowski , Jan Freyberg , Yuan Liu , Zach Beaver , Nam Vo , Peggy Bui , Samantha Winter , Patricia MacWilliams , Greg S. Corrado , Umesh Telang , Yun Liu , Taylan Cemgil , Alan Karthikesalingam , Balaji Lakshminarayanan , Jim Winkens

* Under Review, 19 Pages 

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Predicting Prostate Cancer-Specific Mortality with A.I.-based Gleason Grading



Ellery Wulczyn , Kunal Nagpal , Matthew Symonds , Melissa Moran , Markus Plass , Robert Reihs , Farah Nader , Fraser Tan , Yuannan Cai , Trissia Brown , Isabelle Flament-Auvigne , Mahul B. Amin , Martin C. Stumpe , Heimo Muller , Peter Regitnig , Andreas Holzinger , Greg S. Corrado , Lily H. Peng , Po-Hsuan Cameron Chen , David F. Steiner , Kurt Zatloukal , Yun Liu , Craig H. Mermel


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Detecting hidden signs of diabetes in external eye photographs



Boris Babenko , Akinori Mitani , Ilana Traynis , Naho Kitade , Preeti Singh , April Maa , Jorge Cuadros , Greg S. Corrado , Lily Peng , Dale R. Webster , Avinash Varadarajan , Naama Hammel , Yun Liu


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Interpretable Survival Prediction for Colorectal Cancer using Deep Learning



Ellery Wulczyn , David F. Steiner , Melissa Moran , Markus Plass , Robert Reihs , Fraser Tan , Isabelle Flament-Auvigne , Trissia Brown , Peter Regitnig , Po-Hsuan Cameron Chen , Narayan Hegde , Apaar Sadhwani , Robert MacDonald , Benny Ayalew , Greg S. Corrado , Lily H. Peng , Daniel Tse , Heimo Müller , Zhaoyang Xu , Yun Liu , Martin C. Stumpe , Kurt Zatloukal , Craig H. Mermel


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Deep Learning for Distinguishing Normal versus Abnormal Chest Radiographs and Generalization to Unseen Diseases



Zaid Nabulsi , Andrew Sellergren , Shahar Jamshy , Charles Lau , Eddie Santos , Atilla P. Kiraly , Wenxing Ye , Jie Yang , Sahar Kazemzadeh , Jin Yu , Raju Kalidindi , Mozziyar Etemadi , Florencia Garcia Vicente , David Melnick , Greg S. Corrado , Lily Peng , Krish Eswaran , Daniel Tse , Neeral Beladia , Yun Liu , Po-Hsuan Cameron Chen , Shravya Shetty


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A deep learning system for differential diagnosis of skin diseases



Yuan Liu , Ayush Jain , Clara Eng , David H. Way , Kang Lee , Peggy Bui , Kimberly Kanada , Guilherme de Oliveira Marinho , Jessica Gallegos , Sara Gabriele , Vishakha Gupta , Nalini Singh , Vivek Natarajan , Rainer Hofmann-Wellenhof , Greg S. Corrado , Lily H. Peng , Dale R. Webster , Dennis Ai , Susan Huang , Yun Liu , R. Carter Dunn , David Coz


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Detecting Anemia from Retinal Fundus Images



Akinori Mitani , Yun Liu , Abigail Huang , Greg S. Corrado , Lily Peng , Dale R. Webster , Naama Hammel , Avinash V. Varadarajan

* 31 pages, 5 figures, 3 tables 

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Predicting Progression of Age-related Macular Degeneration from Fundus Images using Deep Learning



Boris Babenko , Siva Balasubramanian , Katy E. Blumer , Greg S. Corrado , Lily Peng , Dale R. Webster , Naama Hammel , Avinash V. Varadarajan

* 27 pages, 7 figures 

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