Basil Mustafa
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Big self-supervised models advance medical image classification
S Azizi, B Mustafa, F Ryan, Z Beaver, J Freyberg, J Deaton, A Loh, ...
Proceedings of the IEEE/CVF International Conference on Computer Vision …, 2021
Scaling vision with sparse mixture of experts
C Riquelme, J Puigcerver, B Mustafa, M Neumann, R Jenatton, ...
Advances in Neural Information Processing Systems 34, 8583-8595, 2021
Learning to segment medical images with scribble-supervision alone
YB Can, K Chaitanya, B Mustafa, LM Koch, E Konukoglu, ...
Deep Learning in Medical Image Analysis and Multimodal Learning for Clinical …, 2018
Does your dermatology classifier know what it doesn’t know? detecting the long-tail of unseen conditions
AG Roy, J Ren, S Azizi, A Loh, V Natarajan, B Mustafa, N Pawlowski, ...
Medical Image Analysis 75, 102274, 2022
Scalable transfer learning with expert models
J Puigcerver, C Riquelme, B Mustafa, C Renggli, AS Pinto, S Gelly, ...
9th International Conference on Learning Representations, ICLR, 2021
Supervised transfer learning at scale for medical imaging
B Mustafa, A Loh, J Freyberg, P MacWilliams, M Wilson, SM McKinney, ...
arXiv preprint arXiv:2101.05913, 2021
LiT: Zero-Shot Transfer with Locked-image Text Tuning
X Zhai, X Wang, B Mustafa, A Steiner, D Keysers, A Kolesnikov, L Beyer
Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern …, 2021
Correlated input-dependent label noise in large-scale image classification
M Collier, B Mustafa, E Kokiopoulou, R Jenatton, J Berent
Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern …, 2021
A simple probabilistic method for deep classification under input-dependent label noise
M Collier, B Mustafa, E Kokiopoulou, R Jenatton, J Berent
arXiv preprint arXiv:2003.06778, 2020
Sparse moes meet efficient ensembles
JU Allingham, F Wenzel, ZE Mariet, B Mustafa, J Puigcerver, N Houlsby, ...
arXiv preprint arXiv:2110.03360, 2021
Deep ensembles for low-data transfer learning
B Mustafa, C Riquelme, J Puigcerver, AS Pinto, D Keysers, N Houlsby
arXiv preprint arXiv:2010.06866, 2020
Learning to Merge Tokens in Vision Transformers
C Renggli, AS Pinto, N Houlsby, B Mustafa, J Puigcerver, C Riquelme
arXiv preprint arXiv:2202.12015, 2022
Multimodal Contrastive Learning with LIMoE: the Language-Image Mixture of Experts
B Mustafa, C Riquelme, J Puigcerver, R Jenatton, N Houlsby
arXiv preprint arXiv:2206.02770, 2022
Robust and Efficient Medical Imaging with Self-Supervision
S Azizi, L Culp, J Freyberg, B Mustafa, S Baur, S Kornblith, T Chen, ...
arXiv preprint arXiv:2205.09723, 2022
Training neural networks using transfer learning
JP i Perez, B Mustafa, AS Pinto, CR Ruiz, NMT Houlsby, DM Keysers
US Patent App. 17/488,166, 2022
Sparse MoEs meet Efficient Ensembles
J Urquhart Allingham, F Wenzel, Z E Mariet, B Mustafa, J Puigcerver, ...
arXiv e-prints, arXiv: 2110.03360, 2021
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