Get our free extension to see links to code for papers anywhere online!

Chrome logo Add to Chrome

Firefox logo Add to Firefox

Picture for Jim Winkens

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

* Under Review, 19 Pages 

  Access Paper or Ask Questions

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


  Access Paper or Ask Questions

Contrastive Training for Improved Out-of-Distribution Detection


Jul 10, 2020
Jim Winkens, Rudy Bunel, Abhijit Guha Roy, Robert Stanforth, Vivek Natarajan, Joseph R. Ledsam, Patricia MacWilliams, Pushmeet Kohli, Alan Karthikesalingam, Simon Kohl, Taylan Cemgil, S. M. Ali Eslami, Olaf Ronneberger


  Access Paper or Ask Questions

Sample Efficient Semantic Segmentation using Rotation Equivariant Convolutional Networks


Jul 02, 2018
Jasper Linmans, Jim Winkens, Bastiaan S. Veeling, Taco S. Cohen, Max Welling

* Presented at the ICML workshop: Towards learning with limited labels: Equivariance, Invariance, and Beyond, 2018 

  Access Paper or Ask Questions

Rotation Equivariant CNNs for Digital Pathology


Jun 08, 2018
Bastiaan S. Veeling, Jasper Linmans, Jim Winkens, Taco Cohen, Max Welling

* To be presented at MICCAI 2018. Implementations of equivariant layers available at https://github.com/basveeling/keras_gcnn . PCam details and data at https://github.com/basveeling/pcam 

  Access Paper or Ask Questions