Not logged inEvaluating medical AI systems in dermatology under uncertain ground truth
Stutz, David; Cemgil, Ali Taylan; Roy, Abhijit Guha; Matejovicova, Tatiana; Barsbey, Melih; Strachan, Patricia; Freyberg, Jan; Rikhye, Rajeev; Freeman, Beverly; Matos, Javier Perez; Telang, Umesh; Webster, Dale R.; Liu, Yuan; Corrado, Greg S.; Matias, Yossi; Kohli, Pushmeet; Liu, Yun; Doucet, Arnaud; Karthikesalingam, Alan .png)
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SaveGenerative models improve fairness of medical classifiers under distribution shiftsKtena, Ira; Wiles, Olivia; Albuquerque, Isabela; Rebuffi, Sylvestre-Alvise; Tanno, Ryutaro; Roy, Abhijit Guha; Azizi, Shekoofeh; Belgrave, Danielle; Kohli, Pushmeet; Cemgil, Taylan; Karthikesalingam, Alan; Gowal, Sven Share Save Enhancing the reliability and accuracy of AI-enabled diagnosis via complementarity-driven deferral to cliniciansDvijotham, Krishnamurthy (Dj); Winkens, Jim; Barsbey, Melih; Ghaisas, Sumedh; Stanforth, Robert; Pawlowski, Nick; Strachan, Patricia; Ahmed, Zahra; Azizi, Shekoofeh; Bachrach, Yoram; Culp, Laura; Daswani, Mayank; Freyberg, Jan; Kelly, Christopher; Kiraly, Atilla; Kohlberger, Timo; McKinney, Scott; Mustafa, Basil; Natarajan, Vivek; Geras, Krzysztof; Witowski, Jan; Qin, Zhi Zhen; Creswell, Jacob; Shetty, Shravya; Sieniek, Marcin; Spitz, Terry; Corrado, Greg; Kohli, Pushmeet; Cemgil, Taylan; Karthikesalingam, Alan Share Save Share Save Share Save Does your dermatology classifier know what it doesn't know? Detecting the long-tail of unseen conditionsRoy, Abhijit Guha; Ren, Jie; Azizi, Shekoofeh; Loh, Aaron; Natarajan, Vivek; Mustafa, Basil; Pawlowski, Nick; Freyberg, Jan; Liu, Yuan; Beaver, Zach; Nam Vo; Bui, Peggy; Winter, Samantha; MacWilliams, Patricia; Corrado, Greg S.; Telang, Umesh; Liu, Yun; Cemgil, Taylan; Karthikesalingam, Alan; Lakshminarayanan, Balaji; Winkens, Jim Share Save Share Save Share Save Share Save Share Save Share Save Share Save Share Save Share Save Share Save Share Save Share Save Share Save Share Save Share Save 
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