LiT: Zero-Shot Transfer with Locked-image text Tuning
Zhai, Xiaohua, Wang, Xiao, Mustafa, Basil, Steiner, Andreas, Keysers, Daniel, Kolesnikov, Alexander, Beyer, Lucas
Published in 2022 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) (01.06.2022)
Published in 2022 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) (01.06.2022)
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Conference Proceeding
Big Self-Supervised Models Advance Medical Image Classification
Azizi, Shekoofeh, Mustafa, Basil, Ryan, Fiona, Beaver, Zachary, Freyberg, Jan, Deaton, Jonathan, Loh, Aaron, Karthikesalingam, Alan, Kornblith, Simon, Chen, Ting, Natarajan, Vivek, Norouzi, Mohammad
Published in 2021 IEEE/CVF International Conference on Computer Vision (ICCV) (01.10.2021)
Published in 2021 IEEE/CVF International Conference on Computer Vision (ICCV) (01.10.2021)
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Conference Proceeding
Correlated Input-Dependent Label Noise in Large-Scale Image Classification
Collier, Mark, Mustafa, Basil, Kokiopoulou, Efi, Jenatton, Rodolphe, Berent, Jesse
Published in 2021 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) (01.06.2021)
Published in 2021 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) (01.06.2021)
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Conference Proceeding
CLIPPO: Image-and-Language Understanding from Pixels Only
Tschannen, Michael, Mustafa, Basil, Houlsby, Neil
Published in 2023 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) (01.06.2023)
Published in 2023 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) (01.06.2023)
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Conference Proceeding
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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Journal Article
Enhancing the reliability and accuracy of AI-enabled diagnosis via complementarity-driven deferral to clinicians
Dvijotham, 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
Published in Nature medicine (01.07.2023)
Published in Nature medicine (01.07.2023)
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Journal Article
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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Journal Article
Learning to Segment Medical Images with Scribble-Supervision Alone
Can, Yigit B., Chaitanya, Krishna, Mustafa, Basil, Koch, Lisa M., Konukoglu, Ender, Baumgartner, Christian F.
Published in Deep Learning in Medical Image Analysis and Multimodal Learning for Clinical Decision Support (2018)
Published in Deep Learning in Medical Image Analysis and Multimodal Learning for Clinical Decision Support (2018)
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Book Chapter
엑스퍼트의 혼합을 사용한 이미지 프로세싱
RIQUELME RUIZ CARLOS, HOULSBY NEIL MATTHEW TINMOUTH, NEUMANN MAXIM, SUSANO PINTO ANDRE, MUSTAFA BASIL, KEYSERS DANIEL M, PUIGCERVER I PEREZ JOAN, JENATTON RODOLPHE
Year of Publication 16.10.2023
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Year of Publication 16.10.2023
Patent