Does your dermatology classifier know what it doesn’t know? Detecting the long-tail of unseen conditions
Guha Roy, Abhijit, Ren, Jie, Azizi, Shekoofeh, Loh, Aaron, Natarajan, Vivek, Mustafa, Basil, Pawlowski, Nick, Freyberg, Jan, Liu, Yuan, Beaver, Zach, Vo, Nam, Bui, Peggy, Winter, Samantha, MacWilliams, Patricia, Corrado, Greg S., Telang, Umesh, Liu, Yun, Cemgil, Taylan, Karthikesalingam, Alan, Lakshminarayanan, Balaji, Winkens, Jim
Published in Medical image analysis (01.01.2022)
Published in Medical image analysis (01.01.2022)
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Robust and data-efficient generalization of self-supervised machine learning for diagnostic imaging
Azizi, Shekoofeh, Culp, Laura, Freyberg, Jan, Mustafa, Basil, Baur, Sebastien, Kornblith, Simon, Chen, Ting, Tomasev, Nenad, Mitrović, Jovana, Strachan, Patricia, Mahdavi, S Sara, Wulczyn, Ellery, Babenko, Boris, Walker, Megan, Loh, Aaron, Chen, Po-Hsuan Cameron, Liu, Yuan, Bavishi, Pinal, McKinney, Scott Mayer, Winkens, Jim, Roy, Abhijit Guha, Beaver, Zach, Ryan, Fiona, Krogue, Justin, Etemadi, Mozziyar, Telang, Umesh, Liu, Yun, Peng, Lily, Corrado, Greg S, Webster, Dale R, Fleet, David, Hinton, Geoffrey, Houlsby, Neil, Karthikesalingam, Alan, Norouzi, Mohammad, Natarajan, Vivek
Published in Nature biomedical engineering (01.06.2023)
Published in Nature biomedical engineering (01.06.2023)
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MINT: A wrapper to make multi-modal and multi-image AI models interactive
Freyberg, Jan, Abhijit Guha Roy, Spitz, Terry, Freeman, Beverly, Schaekermann, Mike, Strachan, Patricia, Schnider, Eva, Wong, Renee, Webster, Dale R, Karthikesalingam, Alan, Liu, Yun, Krishnamurthy Dvijotham, Telang, Umesh
Published in arXiv.org (22.01.2024)
Published in arXiv.org (22.01.2024)
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Evaluating AI systems under uncertain ground truth: a case study in dermatology
Stutz, David, Cemgil, Ali Taylan, Abhijit Guha Roy, Matejovicova, Tatiana, Barsbey, Melih, Strachan, Patricia, Schaekermann, Mike, Freyberg, Jan, Rikhye, Rajeev, Freeman, Beverly, Javier Perez Matos, Telang, Umesh, Webster, Dale R, Liu, Yuan, Corrado, Greg S, Matias, Yossi, Kohli, Pushmeet, Liu, Yun, Doucet, Arnaud, Karthikesalingam, Alan
Published in arXiv.org (05.07.2023)
Published in arXiv.org (05.07.2023)
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Supervised Transfer Learning at Scale for Medical Imaging
Mustafa, Basil, Loh, Aaron, Freyberg, Jan, MacWilliams, Patricia, Wilson, Megan, Scott Mayer McKinney, Sieniek, Marcin, Winkens, Jim, Liu, Yuan, Bui, Peggy, Shruthi Prabhakara, Telang, Umesh, Karthikesalingam, Alan, Houlsby, Neil, Natarajan, Vivek
Published in arXiv.org (21.01.2021)
Published in arXiv.org (21.01.2021)
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Robust and Efficient Medical Imaging with Self-Supervision
Azizi, Shekoofeh, Culp, Laura, Freyberg, Jan, Mustafa, Basil, Baur, Sebastien, Kornblith, Simon, Chen, Ting, MacWilliams, Patricia, Mahdavi, S Sara, Wulczyn, Ellery, Babenko, Boris, Wilson, Megan, Loh, Aaron, Po-Hsuan Cameron Chen, Liu, Yuan, Pinal Bavishi, Scott Mayer McKinney, Winkens, Jim, Abhijit Guha Roy, Beaver, Zach, Ryan, Fiona, Krogue, Justin, Etemadi, Mozziyar, Telang, Umesh, Liu, Yun, Peng, Lily, Corrado, Greg S, Webster, Dale R, Fleet, David, Hinton, Geoffrey, Houlsby, Neil, Karthikesalingam, Alan, Norouzi, Mohammad, Natarajan, Vivek
Published in arXiv.org (03.07.2022)
Published in arXiv.org (03.07.2022)
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Does Your Dermatology Classifier Know What It Doesn't Know? Detecting the Long-Tail of Unseen Conditions
Abhijit Guha Roy, Ren, Jie, Azizi, Shekoofeh, Loh, Aaron, Natarajan, Vivek, Mustafa, Basil, Pawlowski, Nick, Freyberg, Jan, Liu, Yuan, Beaver, Zach, Vo, Nam, Bui, Peggy, Winter, Samantha, MacWilliams, Patricia, Corrado, Greg S, Telang, Umesh, Liu, Yun, Cemgil, Taylan, Karthikesalingam, Alan, Lakshminarayanan, Balaji, Winkens, Jim
Published in arXiv.org (08.04.2021)
Published in arXiv.org (08.04.2021)
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