Supervised Transfer Learning at Scale for Medical Imaging. - 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; et al. (CoRR, 2021)

Robust and Efficient Medical Imaging with Self-Supervision. - Shekoofeh Azizi; Laura Culp; Jan Freyberg; Basil Mustafa; Sebastien Baur; Simon Kornblith; Ting Chen 007; Patricia MacWilliams; S. Sara Mahdavi; Ellery Wulczyn; Boris Babenko; Megan Wilson; et al. (CoRR, 2022)

Does your dermatology classifier know what it doesn't know? Detecting the long-tail of unseen conditions. - Abhijit Guha Roy; Jie Ren 006; Shekoofeh Azizi; Aaron Loh; Vivek Natarajan; Basil Mustafa; Nick Pawlowski; Jan Freyberg; Yuan Liu; Zachary Beaver; Nam Vo; Peggy Bui; et al. (Medical Image Anal., 2022)

Evaluating AI systems under uncertain ground truth: a case study in dermatology. - David Stutz; Ali Taylan Cemgil; Abhijit Guha Roy; Tatiana Matejovicova; Melih Barsbey; Patricia Strachan; Mike Schaekermann; Jan Freyberg; Rajeev V. Rikhye; Beverly Freeman; Javier Perez Matos; Umesh Telang; et al. (CoRR, 2023)

MINT: A wrapper to make multi-modal and multi-image AI models interactive. - Jan Freyberg; Abhijit Guha Roy; Terry Spitz; Beverly Freeman; Mike Schaekermann; Patricia Strachan; Eva Schnider; Renee Wong; Dale R. Webster; Alan Karthikesalingam; Yun Liu 013; Krishnamurthy Dvijotham; et al. (CoRR, 2024)

Plots Unlock Time-Series Understanding in Multimodal Models. - Mayank Daswani; Mathias M. J. Bellaiche; Marc Wilson; Desislav Ivanov; Mikhail Papkov; Eva Schnider; Jing Tang; Kay Lamerigts; Gabriela Botea; Michael A. Sanchez; Yojan Patel; Shruthi Prabhakara; et al. (CoRR, 2024)

Evaluating medical AI systems in dermatology under uncertain ground truth. - David Stutz; Ali Taylan Cemgil; Abhijit Guha Roy; Tatiana Matejovicova; Melih Barsbey; Patricia Strachan; Mike Schaekermann; Jan Freyberg; Rajeev Rikhye; Beverly Freeman; Javier Perez Matos; Umesh Telang; et al. (Medical Image Anal., 2025)

UWB Radar-based Heart Rate Monitoring: A Transfer Learning Approach. - Elzbieta Gruzewska; Pooja Rao; Sebastien Baur; Matthew Baugh; Mathias M. J. Bellaiche; Sharanya Srinivas; Octavio Ponce; Matthew Thompson; Pramod Rudrapatna; Michael A. Sanchez; Lawrence Z. Cai; Timothy JA Chico; et al. (CoRR, 2025)