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A deep learning model for novel systemic biomarkers in photographs of the external eye: a retrospective study.
Babenko B, Traynis I, Chen C, Singh P, Uddin A, Cuadros J, Daskivich LP, Maa AY, Kim R, Kang EY, Matias Y, Corrado GS, Peng L, Webster DR, Semturs C, Krause J, Varadarajan AV, Hammel N, Liu Y. Babenko B, et al. Lancet Digit Health. 2023 May;5(5):e257-e264. doi: 10.1016/S2589-7500(23)00022-5. Epub 2023 Mar 23. Lancet Digit Health. 2023. PMID: 36966118 Free article.
Predicting the risk of developing diabetic retinopathy using deep learning.
Bora A, Balasubramanian S, Babenko B, Virmani S, Venugopalan S, Mitani A, de Oliveira Marinho G, Cuadros J, Ruamviboonsuk P, Corrado GS, Peng L, Webster DR, Varadarajan AV, Hammel N, Liu Y, Bavishi P. Bora A, et al. Among authors: babenko b. Lancet Digit Health. 2021 Jan;3(1):e10-e19. doi: 10.1016/S2589-7500(20)30250-8. Epub 2020 Nov 26. Lancet Digit Health. 2021. PMID: 33735063 Free article.
Robust and data-efficient generalization of self-supervised machine learning for diagnostic imaging.
Azizi S, Culp L, Freyberg J, Mustafa B, Baur S, Kornblith S, Chen T, Tomasev N, Mitrović J, Strachan P, Mahdavi SS, Wulczyn E, Babenko B, Walker M, Loh A, Chen PC, Liu Y, Bavishi P, McKinney SM, Winkens J, Roy AG, Beaver Z, Ryan F, Krogue J, Etemadi M, Telang U, Liu Y, Peng L, Corrado GS, Webster DR, Fleet D, Hinton G, Houlsby N, Karthikesalingam A, Norouzi M, Natarajan V. Azizi S, et al. Among authors: babenko b. Nat Biomed Eng. 2023 Jun;7(6):756-779. doi: 10.1038/s41551-023-01049-7. Epub 2023 Jun 8. Nat Biomed Eng. 2023. PMID: 37291435
Using generative AI to investigate medical imagery models and datasets.
Lang O, Yaya-Stupp D, Traynis I, Cole-Lewis H, Bennett CR, Lyles CR, Lau C, Irani M, Semturs C, Webster DR, Corrado GS, Hassidim A, Matias Y, Liu Y, Hammel N, Babenko B. Lang O, et al. Among authors: babenko b. EBioMedicine. 2024 Apr;102:105075. doi: 10.1016/j.ebiom.2024.105075. Epub 2024 Apr 1. EBioMedicine. 2024. PMID: 38565004 Free PMC article.
Robust Object Tracking with Online Multiple Instance Learning.
Babenko B, Yang MH, Belongie S. Babenko B, et al. IEEE Trans Pattern Anal Mach Intell. 2011 Aug;33(8):1619-32. doi: 10.1109/TPAMI.2010.226. Epub 2010 Dec 23. IEEE Trans Pattern Anal Mach Intell. 2011. PMID: 21173445