Image Compositing for Segmentation of Surgical Tools without Manual Annotations

18 February 2021

Luis C. Garcia-Peraza-Herrera

Danail Stoyanov

Sebastien Ourselin

Papers citing "Image Compositing for Segmentation of Surgical Tools without Manual Annotations"

30 / 30 papers shown

Title
SegSTRONG-C: Segmenting Surgical Tools Robustly On Non-adversarial Generated Corruptions -- An EndoVis'24 Challenge Hao Ding Tuxun Lu Yuqian Zhang Ruixing Liang Hongchao Shu ... Bo Wang Marcos Fernández-Rodríguez Estevao Lima João L. Vilaça Mathias Unberath 163 4 0 16 Jul 2024
Real-Time Segmentation of Non-Rigid Surgical Tools based on Deep Learning and Tracking Luis C. Garcia-Peraza-Herrera Wenqi Li Caspar Gruijthuijsen A. Devreker G. Attilakos Jan Deprest E. V. Poorten Danail Stoyanov Tom Vercauteren Sébastien Ourselin 33 105 0 07 Sep 2020
Towards Unsupervised Learning for Instrument Segmentation in Robotic Surgery with Cycle-Consistent Adversarial Networks D. Pakhomov Wei Shen Nassir Navab MedIm GAN 52 20 0 09 Jul 2020
Unsupervised Domain Adaptation in Semantic Segmentation: a Review Marco Toldo Andrea Maracani Umberto Michieli Pietro Zanuttigh SSeg 98 182 0 21 May 2020
FDA: Fourier Domain Adaptation for Semantic Segmentation Yanchao Yang Stefano Soatto OOD 73 891 0 11 Apr 2020
Rendering Synthetic Objects into Legacy Photographs Kevin Karsch Varsha Hedau David A. Forsyth Derek Hoiem 46 346 0 24 Dec 2019
Generating large labeled data sets for laparoscopic image processing tasks using unpaired image-to-image translation Micha Pfeiffer Isabel Funke M. Robu S. Bodenstedt Leon Strenger ... Lena Maier-Hein C. Riediger T. Welsch Jürgen Weitz Stefanie Speidel MedIm 62 92 0 05 Jul 2019
Learning to Generate Synthetic Data via Compositing Shashank Tripathi Siddhartha Chandra Amit Agrawal A. Tyagi James M. Rehg Visesh Chari 79 119 0 10 Apr 2019
2017 Robotic Instrument Segmentation Challenge M. Allan Alexey A. Shvets T. Kurmann Zichen Zhang Rahul Duggal ... Jian Yang Danail Stoyanov Lena Maier-Hein Stefanie Speidel M. Azizian 85 227 0 18 Feb 2019
Self-Supervised Surgical Tool Segmentation using Kinematic Information C. Rocha N. Padoy Benoit Rosa 51 42 0 13 Feb 2019
Weakly Supervised Convolutional LSTM Approach for Tool Tracking in Laparoscopic Videos C. Nwoye Didier Mutter J. Marescaux N. Padoy 48 122 0 04 Dec 2018
Learning from a tiny dataset of manual annotations: a teacher/student approach for surgical phase recognition Tong Yu Didier Mutter J. Marescaux N. Padoy 47 47 0 30 Nov 2018
Albumentations: fast and flexible image augmentations A. Buslaev Alex Parinov Eugene Khvedchenya V. Iglovikov Alexandr A Kalinin 122 1,958 0 18 Sep 2018
Modeling Visual Context is Key to Augmenting Object Detection Datasets Nikita Dvornik Julien Mairal Cordelia Schmid 72 243 0 19 Jul 2018
Weakly-Supervised Learning for Tool Localization in Laparoscopic Videos Armine Vardazaryan Didier Mutter J. Marescaux N. Padoy 30 60 0 14 Jun 2018
Training Deep Networks with Synthetic Data: Bridging the Reality Gap by Domain Randomization Jonathan Tremblay Aayush Prakash David Acuna M. Brophy Varun Jampani Cem Anil Thang To Eric Cameracci Shaad Boochoon Stan Birchfield OOD 60 813 0 18 Apr 2018
Automatic Instrument Segmentation in Robot-Assisted Surgery Using Deep Learning Alexey A. Shvets Alexander Rakhlin Alexandr A Kalinin V. Iglovikov 106 342 0 03 Mar 2018
Exploiting the potential of unlabeled endoscopic video data with self-supervised learning T. Ross David Zimmerer A. Vemuri Fabian Isensee Manuel Wiesenfarth ... H. Kenngott Stefanie Speidel Annette Kopp-Schneider Klaus Maier-Hein Lena Maier-Hein MedIm SSL 62 132 0 27 Nov 2017
mixup: Beyond Empirical Risk Minimization Hongyi Zhang Moustapha Cissé Yann N. Dauphin David Lopez-Paz NoLa 258 9,687 0 25 Oct 2017
Cut, Paste and Learn: Surprisingly Easy Synthesis for Instance Detection Debidatta Dwibedi Ishan Misra M. Hebert 88 619 0 04 Aug 2017
Deep Residual Learning for Instrument Segmentation in Robotic Surgery D. Pakhomov Vittal Premachandran M. Allan M. Azizian Nassir Navab MedIm 40 118 0 24 Mar 2017
Domain Randomization for Transferring Deep Neural Networks from Simulation to the Real World Joshua Tobin Rachel Fong Alex Ray Jonas Schneider Wojciech Zaremba Pieter Abbeel 199 2,948 0 20 Mar 2017
Synthesizing Training Data for Object Detection in Indoor Scenes G. Georgakis Arsalan Mousavian Alexander C. Berg Jana Kosecka 3DPC ObjD 60 205 0 25 Feb 2017
Real-time 3D Tracking of Articulated Tools for Robotic Surgery Menglong Ye Lin Zhang Stamatia Giannarou Guang-Zhong Yang 47 57 0 11 May 2016
Synthesizing Training Images for Boosting Human 3D Pose Estimation Wenzheng Chen Huan Wang Yangyan Li Hao Su Zhenhua Wang Changhe Tu Dani Lischinski Daniel Cohen-Or Baoquan Chen 3DH 77 291 0 10 Apr 2016
How useful is photo-realistic rendering for visual learning? Yair Movshovitz-Attias T. Kanade Yaser Sheikh 3DH 3DV 53 150 0 26 Mar 2016
Learning Deep Features for Discriminative Localization Bolei Zhou A. Khosla Àgata Lapedriza A. Oliva Antonio Torralba SSL SSeg FAtt 216 9,280 0 14 Dec 2015
Render for CNN: Viewpoint Estimation in Images Using CNNs Trained with Rendered 3D Model Views Hao Su C. Qi Yangyan Li Leonidas Guibas 97 738 0 21 May 2015
U-Net: Convolutional Networks for Biomedical Image Segmentation Olaf Ronneberger Philipp Fischer Thomas Brox SSeg 3DV 1.4K 76,547 0 18 May 2015
Microsoft COCO: Common Objects in Context Nayeon Lee Michael Maire Serge J. Belongie Lubomir Bourdev Ross B. Girshick James Hays Pietro Perona Deva Ramanan C. L. Zitnick Piotr Dollár ObjD 346 43,290 0 01 May 2014