Alert button
Picture for Aaron Loh

Aaron Loh

Alert button

Closing the AI generalization gap by adjusting for dermatology condition distribution differences across clinical settings

Feb 23, 2024
Rajeev V. Rikhye, Aaron Loh, Grace Eunhae Hong, Preeti Singh, Margaret Ann Smith, Vijaytha Muralidharan, Doris Wong, Rory Sayres, Michelle Phung, Nicolas Betancourt, Bradley Fong, Rachna Sahasrabudhe, Khoban Nasim, Alec Eschholz, Basil Mustafa, Jan Freyberg, Terry Spitz, Yossi Matias, Greg S. Corrado, Katherine Chou, Dale R. Webster, Peggy Bui, Yuan Liu, Yun Liu, Justin Ko, Steven Lin

Viaarxiv icon

Robust and Efficient Medical Imaging with Self-Supervision

May 19, 2022
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

Figure 1 for Robust and Efficient Medical Imaging with Self-Supervision
Figure 2 for Robust and Efficient Medical Imaging with Self-Supervision
Figure 3 for Robust and Efficient Medical Imaging with Self-Supervision
Figure 4 for Robust and Efficient Medical Imaging with Self-Supervision
Viaarxiv icon

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

Apr 08, 2021
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

Figure 1 for Does Your Dermatology Classifier Know What It Doesn't Know? Detecting the Long-Tail of Unseen Conditions
Figure 2 for Does Your Dermatology Classifier Know What It Doesn't Know? Detecting the Long-Tail of Unseen Conditions
Figure 3 for Does Your Dermatology Classifier Know What It Doesn't Know? Detecting the Long-Tail of Unseen Conditions
Figure 4 for Does Your Dermatology Classifier Know What It Doesn't Know? Detecting the Long-Tail of Unseen Conditions
Viaarxiv icon

Supervised Transfer Learning at Scale for Medical Imaging

Jan 21, 2021
Basil Mustafa, Aaron Loh, Jan Freyberg, Patricia MacWilliams, Megan Wilson, Scott Mayer McKinney, Marcin Sieniek, Jim Winkens, Yuan Liu, Peggy Bui, Shruthi Prabhakara, Umesh Telang, Alan Karthikesalingam, Neil Houlsby, Vivek Natarajan

Figure 1 for Supervised Transfer Learning at Scale for Medical Imaging
Figure 2 for Supervised Transfer Learning at Scale for Medical Imaging
Figure 3 for Supervised Transfer Learning at Scale for Medical Imaging
Figure 4 for Supervised Transfer Learning at Scale for Medical Imaging
Viaarxiv icon

Big Self-Supervised Models Advance Medical Image Classification

Jan 13, 2021
Shekoofeh Azizi, Basil Mustafa, Fiona Ryan, Zachary Beaver, Jan Freyberg, Jonathan Deaton, Aaron Loh, Alan Karthikesalingam, Simon Kornblith, Ting Chen, Vivek Natarajan, Mohammad Norouzi

Figure 1 for Big Self-Supervised Models Advance Medical Image Classification
Figure 2 for Big Self-Supervised Models Advance Medical Image Classification
Figure 3 for Big Self-Supervised Models Advance Medical Image Classification
Figure 4 for Big Self-Supervised Models Advance Medical Image Classification
Viaarxiv icon