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Application of Deep Learning to Pancreatic Cancer Detection: Lessons Learned From Our Initial Experience.
Chu LC, Park S, Kawamoto S, Wang Y, Zhou Y, Shen W, Zhu Z, Xia Y, Xie L, Liu F, Yu Q, Fouladi DF, Shayesteh S, Zinreich E, Graves JS, Horton KM, Yuille AL, Hruban RH, Kinzler KW, Vogelstein B, Fishman EK. Chu LC, et al. Among authors: xia y. J Am Coll Radiol. 2019 Sep;16(9 Pt B):1338-1342. doi: 10.1016/j.jacr.2019.05.034. J Am Coll Radiol. 2019. PMID: 31492412 No abstract available.
The Medical Segmentation Decathlon.
Antonelli M, Reinke A, Bakas S, Farahani K, Kopp-Schneider A, Landman BA, Litjens G, Menze B, Ronneberger O, Summers RM, van Ginneken B, Bilello M, Bilic P, Christ PF, Do RKG, Gollub MJ, Heckers SH, Huisman H, Jarnagin WR, McHugo MK, Napel S, Pernicka JSG, Rhode K, Tobon-Gomez C, Vorontsov E, Meakin JA, Ourselin S, Wiesenfarth M, Arbeláez P, Bae B, Chen S, Daza L, Feng J, He B, Isensee F, Ji Y, Jia F, Kim I, Maier-Hein K, Merhof D, Pai A, Park B, Perslev M, Rezaiifar R, Rippel O, Sarasua I, Shen W, Son J, Wachinger C, Wang L, Wang Y, Xia Y, Xu D, Xu Z, Zheng Y, Simpson AL, Maier-Hein L, Cardoso MJ. Antonelli M, et al. Among authors: xia y. Nat Commun. 2022 Jul 15;13(1):4128. doi: 10.1038/s41467-022-30695-9. Nat Commun. 2022. PMID: 35840566 Free PMC article.
Large-scale pancreatic cancer detection via non-contrast CT and deep learning.
Cao K, Xia Y, Yao J, Han X, Lambert L, Zhang T, Tang W, Jin G, Jiang H, Fang X, Nogues I, Li X, Guo W, Wang Y, Fang W, Qiu M, Hou Y, Kovarnik T, Vocka M, Lu Y, Chen Y, Chen X, Liu Z, Zhou J, Xie C, Zhang R, Lu H, Hager GD, Yuille AL, Lu L, Shao C, Shi Y, Zhang Q, Liang T, Zhang L, Lu J. Cao K, et al. Among authors: xia y. Nat Med. 2023 Dec;29(12):3033-3043. doi: 10.1038/s41591-023-02640-w. Epub 2023 Nov 20. Nat Med. 2023. PMID: 37985692 Free PMC article.
Rethinking Architecture Design for Tackling Data Heterogeneity in Federated Learning.
Qu L, Zhou Y, Liang PP, Xia Y, Wang F, Adeli E, Fei-Fei L, Rubin D. Qu L, et al. Among authors: xia y. Proc IEEE Comput Soc Conf Comput Vis Pattern Recognit. 2022 Jun;2022:10051-10061. doi: 10.1109/cvpr52688.2022.00982. Epub 2022 Sep 27. Proc IEEE Comput Soc Conf Comput Vis Pattern Recognit. 2022. PMID: 36624800 Free PMC article.
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