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Surgical Data Science -- from Concepts to Clinical Translation


Oct 30, 2020
Lena Maier-Hein, Matthias Eisenmann, Duygu Sarikaya, Keno MĂ€rz, 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 MĂŒller, Kevin Cleary, Gabor Fichtinger, Germain Forestier, Bernard Gibaud, Teodor Grantcharov, Makoto Hashizume, Hannes Kenngott, Ron Kikinis, Lars MĂŒndermann, 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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An automatic framework to study the tissue micro-environment of renal glomeruli in differently stained consecutive digital whole slide images


Aug 29, 2020
Odyssee Merveille, Thomas Lampert, Jessica Schmitz, Germain Forestier, Friedrich Feuerhake, CĂ©dric Wemmert


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InceptionTime: Finding AlexNet for Time Series Classification


Sep 13, 2019
Hassan Ismail Fawaz, Benjamin Lucas, Germain Forestier, Charlotte Pelletier, Daniel F. Schmidt, Jonathan Weber, Geoffrey I. Webb, Lhassane Idoumghar, Pierre-Alain Muller, François Petitjean


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Accurate and interpretable evaluation of surgical skills from kinematic data using fully convolutional neural networks


Aug 20, 2019
Hassan Ismail Fawaz, Germain Forestier, Jonathan Weber, Lhassane Idoumghar, Pierre-Alain Muller

* Accepted at IJCARS Special Issue for MICCAI 2018 

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Automatic alignment of surgical videos using kinematic data


Apr 26, 2019
Hassan Ismail Fawaz, Germain Forestier, Jonathan Weber, François Petitjean, Lhassane Idoumghar, Pierre-Alain Muller

* Accepted at AIME 2019 

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Transfer learning for time series classification


Nov 05, 2018
Hassan Ismail Fawaz, Germain Forestier, Jonathan Weber, Lhassane Idoumghar, Pierre-Alain Muller

* Accepted at IEEE International Conference on Big Data 2018 

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Strategies for Training Stain Invariant CNNs


Nov 03, 2018
Thomas Lampert, Odyssée Merveille, Jessica Schmitz, Germain Forestier, Friedrich Feuerhake, Cédric Wemmert


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Deep learning for time series classification: a review


Sep 12, 2018
Hassan Ismail Fawaz, Germain Forestier, Jonathan Weber, Lhassane Idoumghar, Pierre-Alain Muller


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Data augmentation using synthetic data for time series classification with deep residual networks


Aug 07, 2018
Hassan Ismail Fawaz, Germain Forestier, Jonathan Weber, Lhassane Idoumghar, Pierre-Alain Muller

* Accepted at AALTD'18 workshop in ECML/PKDD 

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Evaluating surgical skills from kinematic data using convolutional neural networks


Jun 07, 2018
Hassan Ismail Fawaz, Germain Forestier, Jonathan Weber, Lhassane Idoumghar, Pierre-Alain Muller

* Accepted at MICCAI 2018 

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On the Inter-relationships among Drift rate, Forgetting rate, Bias/variance profile and Error


Feb 04, 2018
Nayyar A. Zaidi, Geoffrey I. Webb, Francois Petitjean, Germain Forestier


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