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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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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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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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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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Surgical data science for safe cholecystectomy: a protocol for segmentation of hepatocystic anatomy and assessment of the critical view of safety



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

* 24 pages, 34 figures 

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Multi-Task Temporal Convolutional Networks for Joint Recognition of Surgical Phases and Steps in Gastric Bypass Procedures



Sanat Ramesh , Diego Dall'Alba , Cristians Gonzalez , Tong Yu , Pietro Mascagni , Didier Mutter , Jacques Marescaux , Paolo Fiorini , Nicolas Padoy

* Accepted to IPCAI 2021 

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Surgical Data Science -- from Concepts to Clinical Translation



Lena Maier-Hein , Matthias Eisenmann , Duygu Sarikaya , Keno März , Toby Collins , Anand Malpani , Johannes Fallert , Hubertus Feussner , Stamatia Giannarou , Pietro Mascagni , Hirenkumar Nakawala , Adrian Park , Carla Pugh , Danail Stoyanov , Swaroop S. Vedula , Beat Peter Müller , Kevin Cleary , Gabor Fichtinger , Germain Forestier , Bernard Gibaud , Teodor Grantcharov , Makoto Hashizume , Hannes Kenngott , Ron Kikinis , Lars Mündermann , Nassir Navab , Sinan Onogur , Raphael Sznitman , Russell Taylor , Minu Dietlinde Tizabi , Martin Wagner , Gregory D. Hager , Thomas Neumuth , Nicolas Padoy , Pierre Jannin , Stefanie Speidel


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Artificial Intelligence in Surgery: Neural Networks and Deep Learning



Deepak Alapatt , Pietro Mascagni , Vinkle Srivastav , Nicolas Padoy

* In Hashimoto D.A. (Ed.) Artificial Intelligence in Surgery: A Primer for Surgical Practice. New York: McGraw Hill. ISBN: 978-1260452730 (2020) 

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