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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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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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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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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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Recognition of Instrument-Tissue Interactions in Endoscopic Videos via Action Triplets



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

* 13 pages, 4 figures, 6 tables. Accepted and to be published in MICCAI 2020 

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Weakly Supervised Convolutional LSTM Approach for Tool Tracking in Laparoscopic Videos



Chinedu Innocent Nwoye , Didier Mutter , Jacques Marescaux , Nicolas Padoy

* 13 pages, 3 figures, 3 tables, Supplementary video: https://youtu.be/vnMwlS5tvHE 

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Learning from a tiny dataset of manual annotations: a teacher/student approach for surgical phase recognition



Tong Yu , Didier Mutter , Jacques Marescaux , Nicolas Padoy

* 13 pages, 4 figures 

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Future-State Predicting LSTM for Early Surgery Type Recognition



Siddharth Kannan , Gaurav Yengera , Didier Mutter , Jacques Marescaux , Nicolas Padoy

* 10 pages, 10 figures 

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Weakly-Supervised Learning for Tool Localization in Laparoscopic Videos



Armine Vardazaryan , Didier Mutter , Jacques Marescaux , Nicolas Padoy

* MICCAI LABELS 2018. Supplementary video: https://youtu.be/7VWVY04Z0MA 

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