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CholecTriplet2021: A benchmark challenge for surgical action triplet recognition



Chinedu Innocent Nwoye , Deepak Alapatt , Tong Yu , Armine Vardazaryan , Fangfang Xia , Zixuan Zhao , Tong Xia , Fucang Jia , Yuxuan Yang , Hao Wang , Derong Yu , Guoyan Zheng , Xiaotian Duan , Neil Getty , Ricardo Sanchez-Matilla , Maria Robu , Li Zhang , Huabin Chen , Jiacheng Wang , Liansheng Wang , Bokai Zhang , Beerend Gerats , Sista Raviteja , Rachana Sathish , Rong Tao , Satoshi Kondo , Winnie Pang , Hongliang Ren , Julian Ronald Abbing , Mohammad Hasan Sarhan , Sebastian Bodenstedt , Nithya Bhasker , Bruno Oliveira , Helena R. Torres , Li Ling , Finn Gaida , Tobias Czempiel , João L. Vilaça , Pedro Morais , Jaime Fonseca , Ruby Mae Egging , Inge Nicole Wijma , Chen Qian , Guibin Bian , Zhen Li , Velmurugan Balasubramanian , Debdoot Sheet , Imanol Luengo , Yuanbo Zhu , Shuai Ding , Jakob-Anton Aschenbrenner , Nicolas Elini van der Kar , Mengya Xu , Mobarakol Islam , Lalithkumar Seenivasan , Alexander Jenke , Danail Stoyanov , Didier Mutter , Pietro Mascagni , Barbara Seeliger , Cristians Gonzalez , Nicolas Padoy

* CholecTriplet2021 challenge report. Submitted to journal of Medical Image Analysis. 22 pages, 8 figures, 11 tables 

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2020 CATARACTS Semantic Segmentation Challenge



Imanol Luengo , Maria Grammatikopoulou , Rahim Mohammadi , Chris Walsh , Chinedu Innocent Nwoye , Deepak Alapatt , Nicolas Padoy , Zhen-Liang Ni , Chen-Chen Fan , Gui-Bin Bian , Zeng-Guang Hou , Heonjin Ha , Jiacheng Wang , Haojie Wang , Dong Guo , Lu Wang , Guotai Wang , Mobarakol Islam , Bharat Giddwani , Ren Hongliang , Theodoros Pissas , Claudio Ravasio Martin Huber , Jeremy Birch , Joan M. Nunez Do Rio , Lyndon da Cruz , Christos Bergeles , Hongyu Chen , Fucang Jia , Nikhil KumarTomar , Debesh Jha , Michael A. Riegler , Pal Halvorsen , Sophia Bano , Uddhav Vaghela , Jianyuan Hong , Haili Ye , Feihong Huang , Da-Han Wang , Danail Stoyanov


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Comparative Validation of Machine Learning Algorithms for Surgical Workflow and Skill Analysis with the HeiChole Benchmark



Martin Wagner , Beat-Peter Müller-Stich , Anna Kisilenko , Duc Tran , Patrick Heger , Lars Mündermann , David M Lubotsky , Benjamin Müller , Tornike Davitashvili , Manuela Capek , Annika Reinke , Tong Yu , Armine Vardazaryan , Chinedu Innocent Nwoye , Nicolas Padoy , Xinyang Liu , Eung-Joo Lee , Constantin Disch , Hans Meine , Tong Xia , Fucang Jia , Satoshi Kondo , Wolfgang Reiter , Yueming Jin , Yonghao Long , Meirui Jiang , Qi Dou , Pheng Ann Heng , Isabell Twick , Kadir Kirtac , Enes Hosgor , Jon Lindström Bolmgren , Michael Stenzel , Björn von Siemens , Hannes G. Kenngott , Felix Nickel , Moritz von Frankenberg , Franziska Mathis-Ullrich , Lena Maier-Hein , Stefanie Speidel , Sebastian Bodenstedt


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The Medical Segmentation Decathlon



Michela Antonelli , Annika Reinke , Spyridon Bakas , Keyvan Farahani , AnnetteKopp-Schneider , Bennett A. Landman , Geert Litjens , Bjoern Menze , Olaf Ronneberger , Ronald M. Summers , Bram van Ginneken , Michel Bilello , Patrick Bilic , Patrick F. Christ , Richard K. G. Do , Marc J. Gollub , Stephan H. Heckers , Henkjan Huisman , William R. Jarnagin , Maureen K. McHugo , Sandy Napel , Jennifer S. Goli Pernicka , Kawal Rhode , Catalina Tobon-Gomez , Eugene Vorontsov , Henkjan Huisman , James A. Meakin , Sebastien Ourselin , Manuel Wiesenfarth , Pablo Arbelaez , Byeonguk Bae , Sihong Chen , Laura Daza , Jianjiang Feng , Baochun He , Fabian Isensee , Yuanfeng Ji , Fucang Jia , Namkug Kim , Ildoo Kim , Dorit Merhof , Akshay Pai , Beomhee Park , Mathias Perslev , Ramin Rezaiifar , Oliver Rippel , Ignacio Sarasua , Wei Shen , Jaemin Son , Christian Wachinger , Liansheng Wang , Yan Wang , Yingda Xia , Daguang Xu , Zhanwei Xu , Yefeng Zheng , Amber L. Simpson , Lena Maier-Hein , M. Jorge Cardoso


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Stereo Correspondence and Reconstruction of Endoscopic Data Challenge



Max Allan , Jonathan Mcleod , Congcong Wang , Jean Claude Rosenthal , Zhenglei Hu , Niklas Gard , Peter Eisert , Ke Xue Fu , Trevor Zeffiro , Wenyao Xia , Zhanshi Zhu , Huoling Luo , Fucang Jia , Xiran Zhang , Xiaohong Li , Lalith Sharan , Tom Kurmann , Sebastian Schmid , Raphael Sznitman , Dimitris Psychogyios , Mahdi Azizian , Danail Stoyanov , Lena Maier-Hein , Stefanie Speidel


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