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MIcro-Surgical Anastomose Workflow recognition challenge report


Mar 24, 2021
Arnaud Huaulmé, Duygu Sarikaya, Kévin Le Mut, Fabien Despinoy, Yonghao Long, Qi Dou, Chin-Boon Chng, Wenjun Lin, Satoshi Kondo, Laura Bravo-Sánchez, Pablo Arbeláez, Wolfgang Reiter, Manoru Mitsuishi, Kanako Harada, Pierre Jannin

* MICCAI2020 challenge report, 36 pages including 15 for supplementary material (complet results for each participating teams), 17 figures 

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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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Detection and Localization of Robotic Tools in Robot-Assisted Surgery Videos Using Deep Neural Networks for Region Proposal and Detection


Jul 29, 2020
Duygu Sarikaya, Jason J. Corso, Khurshid A. Guru

* IEEE Transactions on Medical Imaging 36 (2017) 1542-1549 

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Towards Generalizable Surgical Activity Recognition Using Spatial Temporal Graph Convolutional Networks


Jan 16, 2020
Duygu Sarikaya, Pierre Jannin


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Surgical Gesture Recognition with Optical Flow only


Apr 01, 2019
Duygu Sarikaya, Pierre Jannin


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Joint Surgical Gesture and Task Classification with Multi-Task and Multimodal Learning


May 02, 2018
Duygu Sarikaya, Khurshid A. Guru, Jason J. Corso

* Keywords Robot-Assisted Surgery, Surgical Gesture Classification, Multi-task Learning, Multimodal Learning, Long Short-term Recurrent Neural Networks, Convolutional Neural Networks 

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