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Comparative validation of surgical phase recognition, instrument keypoint estimation, and instrument instance segmentation in endoscopy: Results of the PhaKIR 2024 challenge.
Rueckert T, Rauber D, Maerkl R, Klausmann L, Yildiran SR, Gutbrod M, Nunes DW, Moreno AF, Luengo I, Stoyanov D, Toussaint N, Cho E, Kim HB, Choo OS, Kim KY, Kim ST, Arantes G, Song K, Zhu J, Xiong J, Lin T, Kikuchi S, Matsuzaki H, Kouno A, Manesco JRR, Papa JP, Choi TM, Jeong TK, Park J, Alabi O, Wei M, Vercauteren T, Wu R, Xu M, Wang A, Bai L, Ren H, Yamlahi A, Hennighausen J, Maier-Hein L, Kondo S, Kasai S, Hirasawa K, Yang S, Wang Y, Chen H, Rodríguez S, Aparicio N, Manrique L, Lyons JC, Hosie O, Ayobi N, Arbeláez P, Li Y, Al Khalil Y, Nasirihaghighi S, Speidel S, Rueckert D, Feussner H, Wilhelm D, Palm C. Rueckert T, et al. Among authors: park j. Med Image Anal. 2026 Mar;109:103945. doi: 10.1016/j.media.2026.103945. Epub 2026 Jan 13. Med Image Anal. 2026. PMID: 41564633 Free article.