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


Sep 07, 2021
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


Jun 21, 2021
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


Feb 24, 2021
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


Oct 30, 2020
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


Sep 28, 2020
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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Recognition of Instrument-Tissue Interactions in Endoscopic Videos via Action Triplets


Jul 10, 2020
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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