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QU-BraTS: MICCAI BraTS 2020 Challenge on Quantifying Uncertainty in Brain Tumor Segmentation - Analysis of Ranking Scores and Benchmarking Results.
Mehta R, Filos A, Baid U, Sako C, McKinley R, Rebsamen M, Dätwyler K, Meier R, Radojewski P, Murugesan GK, Nalawade S, Ganesh C, Wagner B, Yu FF, Fei B, Madhuranthakam AJ, Maldjian JA, Daza L, Gómez C, Arbeláez P, Dai C, Wang S, Reynaud H, Mo Y, Angelini E, Guo Y, Bai W, Banerjee S, Pei L, Ak M, Rosas-González S, Zemmoura I, Tauber C, Vu MH, Nyholm T, Löfstedt T, Ballestar LM, Vilaplana V, McHugh H, Maso Talou G, Wang A, Patel J, Chang K, Hoebel K, Gidwani M, Arun N, Gupta S, Aggarwal M, Singh P, Gerstner ER, Kalpathy-Cramer J, Boutry N, Huard A, Vidyaratne L, Rahman MM, Iftekharuddin KM, Chazalon J, Puybareau E, Tochon G, Ma J, Cabezas M, Llado X, Oliver A, Valencia L, Valverde S, Amian M, Soltaninejad M, Myronenko A, Hatamizadeh A, Feng X, Dou Q, Tustison N, Meyer C, Shah NA, Talbar S, Weber MA, Mahajan A, Jakab A, Wiest R, Fathallah-Shaykh HM, Nazeri A, Milchenko M, Marcus D, Kotrotsou A, Colen R, Freymann J, Kirby J, Davatzikos C, Menze B, Bakas S, Gal Y, Arbel T. Mehta R, et al. Among authors: gal y. J Mach Learn Biomed Imaging. 2022 Aug;2022:https://www.melba-journal.org/papers/2022:026.html. J Mach Learn Biomed Imaging. 2022. PMID: 36998700 Free PMC article.
AI models collapse when trained on recursively generated data.
Shumailov I, Shumaylov Z, Zhao Y, Papernot N, Anderson R, Gal Y. Shumailov I, et al. Among authors: gal y. Nature. 2024 Jul;631(8022):755-759. doi: 10.1038/s41586-024-07566-y. Epub 2024 Jul 24. Nature. 2024. PMID: 39048682 Free PMC article.
Machine learning for functional protein design.
Notin P, Rollins N, Gal Y, Sander C, Marks D. Notin P, et al. Among authors: gal y. Nat Biotechnol. 2024 Feb;42(2):216-228. doi: 10.1038/s41587-024-02127-0. Epub 2024 Feb 15. Nat Biotechnol. 2024. PMID: 38361074 Review.
317 results