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Surgical workflow recognition has numerous potential medical applications, such as the automatic indexing of surgical video databases and the optimization of real-time operating room scheduling, among others.
Error bounds for convolutional codes and an asymptotically optimum decoding algorithm
Andrew J. Viterbi · 1967
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Episode classification for the analysis of tissue/instrument interaction with multiple visual cues
Benny P.L. Lo, Ara Darzi, and Guang-Zhong Yang · 2003
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Or2020 workshop overview: operating room of the future
Kevin Cleary, Ho Young Chung, and Seong Ki Mun · 2004
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On-line recognition of surgical activity for monitoring in the operating room
Nicolas Padoy, Tobias Blum, Hubertus Feussner, Marie-Odile Berger, and Nassir Navab · 2008
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Automatic feature generation in endoscopic images
Ulrich Klank, Nicolas Padoy, Hubertus Feussner, and Nassir Navab · 2008
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Automatic classification of minimally invasive instruments based on endoscopic image sequences
Stefanie Speidel, Julia Benzko, Sebastian Krappe, Gunther Sudra, Pedram Azad, Beat Peter Müller-Stich, Carsten Gutt, and Rüdiger Dillmann · 2009
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Workflow monitoring based on 3D motion features
Nicolas Padoy, Diana Mateus, Daniel Weinland, Marie-Odile Berger, and Nassir Navab · 2009
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Modeling and segmentation of surgical workflow from laparoscopic video
Tobias Blum, Hubertus Feussner, and Nassir Navab · 2010
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Object detection with discriminatively trained part based models
Pedro F. Felzenszwalb, Ross B. Girshick, David McAllester, and Deva Ramanan · 2010
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Discovery of high-level tasks in the operating room
Loubna Bouarfa, Pieter P. Jonker, and Jenny Dankelman · 2011
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High-dimensional signature compression for large-scale image classification
Jorge Sanchez and Florent Perronnin · 2011
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Statistical modeling and recognition of surgical workflow
Nicolas Padoy, Tobias Blum, Seyed-Ahmad Ahmadi, Hubertus Feussner, Marie-Odile Berger, and Nassir Navab · 2012
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Automatic knowledge-based recognition of low-level tasks in ophthalmological procedures
Florent Lalys, David Bouget, Laurent Riffaud, and Pierre Jannin · 2012
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A framework for the recognition of high-level surgical tasks from video images for cataract surgeries
Florent Lalys, Laurent Riffaud, David Bouget, and Pierre Jannin · 2012
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Imagenet classification with deep convolutional neural networks
Alex Krizhevsky, Ilya Sutskever, and Geoffrey E. Hinton · 2012
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Feature classification for tracking articulated surgical tools
Austin Reiter, PeterK. Allen, and Tao Zhao · 2012
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Online recognition of surgical instruments by information fusion
Thomas Neumuth and Christian Meissner · 2012
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Multi-site study of surgical practice in neurosurgery based on surgical process models
Random forests for phase detection in surgical workflow analysis
Ralf Stauder, Aslı Okur, Loïc Peter, Armin Schneider, Michael Kranzfelder, Hubertus Feussner, and Nassir Navab · 2014
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Fast part-based classification for instrument detection in minimally invasive surgery
Raphael Sznitman, Carlos J. Becker, and Pascal Fua · 2014
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Caffe: Convolutional architecture for fast feature embedding
Yangqing Jia, Evan Shelhamer, Jeff Donahue, Sergey Karayev, Jonathan Long, Ross Girshick, Sergio Guadarrama, and Trevor Darrell · 2014
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Towards better laparoscopic video database organization by automatic surgery classification
Andru Putra Twinanda, Jacques Marescaux, Michel De Mathelin, and Nicolas Padoy · 2014
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Detecting surgical tools by modelling local appearance and global shape
David Bouget, Rodrigo Benenson, Mohamed Omran, Laurent Riffaud, Bernt Schiele, and Pierre Jannin · 2015
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Germain Forestier, Florent Lalys, Laurent Riffaud, D. Louis Collins, Jurgen Meixensberger, Shafik N. Wassef, Thomas Neumuth, Benoit Goulet, and Pierre Jannin · 2013
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Surgical gesture classification from video and kinematic data
Luca Zappella, Benjamín Béjar, Gregory Hager, and René Vidal · 2013
Cited alongside, same era.
Real-time instrument detection in minimally invasive surgery using radiofrequency identification technology
Michael Kranzfelder, Armin Schneider, Adam Fiolka, Elena Schwan, Sonja Gillen, Dirk Wilhelm, Rebecca Schirren, Silvano Reiser, Brian Jensen, and Hubertus Feussner · 2013
Cited alongside, same era.
3d sensing algorithms towards building an intelligent intensive care unit
Colin Lea, James C Facker, Gregory D. Hager, Russell H. Taylor, and Suchi Saria · 2013
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Decaf: A deep convolutional activation feature for generic visual recognition
Jeff Donahue, Yangqing Jia, Oriol Vinyals, Judy Hoffman, Ning Zhang, Eric Tzeng, and Trevor Darrell · 2013
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Knowledge-driven formalization of laparoscopic surgeries for rule-based intraoperative context-aware assistance
Darko Katić, Anna-Laura Wekerle, Fabian Gartner, Hannes Kenngott, BeatPeter Müller-Stich, Rüdiger Dillmann, and Stefanie Speidel · 2014
Cited alongside, same era.
Rich feature hierarchies for accurate object detection and semantic segmentation
Ross B. Girshick, Jeff Donahue, Trevor Darrell, and Jitendra Malik · 2014
Cited alongside, same era.
Image based surgical instrument pose estimation with multi-class labelling and optical flow
Max Allan, Ping-Lin Chang, Sebastien Ourselin, David J. Hawkes, Ashwin Sridhar, John Kelly, and Danail Stoyanov · 2015
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Surgical tool tracking and pose estimation in retinal microsurgery
Nicola Rieke, David Joseph Tan, Mohamed Alsheakhali, Federico Tombari, Chiara Amat di San Filippo, Vasileios Belagiannis, Abouzar Eslami, and Nassir Navab · 2015
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Real-time task recognition in cataract surgery videos using adaptive spatiotemporal polynomials
Gwenole Quellec, Mathieu Lamard, Beatrice Cochener, and Guy Cazuguel · 2015
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Automatic phase prediction from low-level surgical activities
Germain Forestier, Laurent Riffaud, and Pierre Jannin · 2015
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An improved model for segmentation and recognition of fine-grained activities with application to surgical training tasks
Colin Lea, Gregory D. Hager, and Rene Vidal · 2015
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ImageNet Large Scale Visual Recognition Challenge
Olga Russakovsky, Jia Deng, Hao Su, Jonathan Krause, Sanjeev Satheesh, Sean Ma, Zhiheng Huang, Andrej Karpathy, Aditya Khosla, Michael Bernstein, Alexander C. Berg, and Li Fei-Fei · 2015
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