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Data Splits and Metrics for Method Benchmarking on Surgical Action Triplet Datasets



Chinedu Innocent Nwoye , Nicolas Padoy

* Official CholecT50 dataset split, 11 pages, 2 figures, 12 tables 

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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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Federated Cycling (FedCy): Semi-supervised Federated Learning of Surgical Phases



Hasan Kassem , Deepak Alapatt , Pietro Mascagni , AI4SafeChole Consortium , Alexandros Karargyris , Nicolas Padoy

* 11 pages, 4 figures 

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Live Laparoscopic Video Retrieval with Compressed Uncertainty



Tong Yu , Pietro Mascagni , Juan Verde , Jacques Marescaux , Didier Mutter , Nicolas Padoy

* 14 pages, 12 figures 

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FUN-SIS: a Fully UNsupervised approach for Surgical Instrument Segmentation



Luca Sestini , Benoit Rosa , Elena De Momi , Giancarlo Ferrigno , Nicolas Padoy


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Temporally Constrained Neural Networks (TCNN): A framework for semi-supervised video semantic segmentation



Deepak Alapatt , Pietro Mascagni , Armine Vardazaryan , Alain Garcia , Nariaki Okamoto , Didier Mutter , Jacques Marescaux , Guido Costamagna , Bernard Dallemagne , Nicolas Padoy

* 10 pages, 4 figures 

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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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MedPerf: Open Benchmarking Platform for Medical Artificial Intelligence using Federated Evaluation



Alexandros Karargyris , Renato Umeton , Micah J. Sheller , Alejandro Aristizabal , Johnu George , Srini Bala , Daniel J. Beutel , Victor Bittorf , Akshay Chaudhari , Alexander Chowdhury , Cody Coleman , Bala Desinghu , Gregory Diamos , Debo Dutta , Diane Feddema , Grigori Fursin , Junyi Guo , Xinyuan Huang , David Kanter , Satyananda Kashyap , Nicholas Lane , Indranil Mallick , Pietro Mascagni , Virendra Mehta , Vivek Natarajan , Nikola Nikolov , Nicolas Padoy , Gennady Pekhimenko , Vijay Janapa Reddi , G Anthony Reina , Pablo Ribalta , Jacob Rosenthal , Abhishek Singh , Jayaraman J. Thiagarajan , Anna Wuest , Maria Xenochristou , Daguang Xu , Poonam Yadav , Michael Rosenthal , Massimo Loda , Jason M. Johnson , Peter Mattson


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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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Rendezvous: Attention Mechanisms for the Recognition of Surgical Action Triplets in Endoscopic Videos



Chinedu Innocent Nwoye , Tong Yu , Cristians Gonzalez , Barbara Seeliger , Pietro Mascagni , Didier Mutter , Jacques Marescaux , Nicolas Padoy

* 21 pages, 9 figures, 19 tables. Submitted for journal peer-review on 20th August, 2021. Supplementary video available at: https://youtu.be/d_yHdJtCa98 

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