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Comparative validation of machine learning algorithms for surgical workflow and skill analysis with the HeiChole benchmark.
Wagner M, Müller-Stich BP, Kisilenko A, Tran D, Heger P, Mündermann L, Lubotsky DM, Müller B, Davitashvili T, Capek M, Reinke A, Reid C, Yu T, Vardazaryan A, Nwoye CI, Padoy N, Liu X, Lee EJ, Disch C, Meine H, Xia T, Jia F, Kondo S, Reiter W, Jin Y, Long Y, Jiang M, Dou Q, Heng PA, Twick I, Kirtac K, Hosgor E, Bolmgren JL, Stenzel M, von Siemens B, Zhao L, Ge Z, Sun H, Xie D, Guo M, Liu D, Kenngott HG, Nickel F, Frankenberg MV, Mathis-Ullrich F, Kopp-Schneider A, Maier-Hein L, Speidel S, Bodenstedt S. Wagner M, et al. Among authors: yu t. Med Image Anal. 2023 May;86:102770. doi: 10.1016/j.media.2023.102770. Epub 2023 Feb 21. Med Image Anal. 2023. PMID: 36889206 Free article.
Dissecting self-supervised learning methods for surgical computer vision.
Ramesh S, Srivastav V, Alapatt D, Yu T, Murali A, Sestini L, Nwoye CI, Hamoud I, Sharma S, Fleurentin A, Exarchakis G, Karargyris A, Padoy N. Ramesh S, et al. Among authors: yu t. Med Image Anal. 2023 Aug;88:102844. doi: 10.1016/j.media.2023.102844. Epub 2023 May 24. Med Image Anal. 2023. PMID: 37270898 Free article.
CholecTriplet2022: Show me a tool and tell me the triplet - An endoscopic vision challenge for surgical action triplet detection.
Nwoye CI, Yu T, Sharma S, Murali A, Alapatt D, Vardazaryan A, Yuan K, Hajek J, Reiter W, Yamlahi A, Smidt FH, Zou X, Zheng G, Oliveira B, Torres HR, Kondo S, Kasai S, Holm F, Özsoy E, Gui S, Li H, Raviteja S, Sathish R, Poudel P, Bhattarai B, Wang Z, Rui G, Schellenberg M, Vilaça JL, Czempiel T, Wang Z, Sheet D, Thapa SK, Berniker M, Godau P, Morais P, Regmi S, Tran TN, Fonseca J, Nölke JH, Lima E, Vazquez E, Maier-Hein L, Navab N, Mascagni P, Seeliger B, Gonzalez C, Mutter D, Padoy N. Nwoye CI, et al. Among authors: yu t. Med Image Anal. 2023 Oct;89:102888. doi: 10.1016/j.media.2023.102888. Epub 2023 Jul 4. Med Image Anal. 2023. PMID: 37451133
Formalizing video documentation of the Critical View of Safety in laparoscopic cholecystectomy: a step towards artificial intelligence assistance to improve surgical safety.
Mascagni P, Fiorillo C, Urade T, Emre T, Yu T, Wakabayashi T, Felli E, Perretta S, Swanstrom L, Mutter D, Marescaux J, Pessaux P, Costamagna G, Padoy N, Dallemagne B. Mascagni P, et al. Among authors: yu t. Surg Endosc. 2020 Jun;34(6):2709-2714. doi: 10.1007/s00464-019-07149-3. Epub 2019 Oct 3. Surg Endosc. 2020. PMID: 31583466
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