Simulation-to-Real domain adaptation with teacher-student learning for endoscopic instrument segmentation

2 March 2021

Papers citing "Simulation-to-Real domain adaptation with teacher-student learning for endoscopic instrument segmentation"

22 / 22 papers shown

Title
Realistic Endoscopic Image Generation Method Using Virtual-to-real Image-domain Translation M. Oda Kiyohito Tanaka H. Takabatake M. Mori H. Natori K. Mori MedIm 38 18 0 13 Jan 2022
Unsupervised Surgical Instrument Segmentation via Anchor Generation and Semantic Diffusion Daochang Liu Yuhui Wei Tingting Jiang Yizhou Wang R. Miao F. Shan Ziyu Li MedIm 55 27 0 27 Aug 2020
Endo-Sim2Real: Consistency learning-based domain adaptation for instrument segmentation Manish Sahu Ronja Strömsdörfer Anirban Mukhopadhyay S. Zachow 79 35 0 22 Jul 2020
Synthetic and Real Inputs for Tool Segmentation in Robotic Surgery Emanuele Colleoni P. J. Eddie Edwards Danail Stoyanov MedIm 51 61 0 17 Jul 2020
ISINet: An Instance-Based Approach for Surgical Instrument Segmentation Cristina González Laura Bravo-Sánchez Pablo Arbeláez 57 79 0 10 Jul 2020
Robust Medical Instrument Segmentation Challenge 2019 T. Ross Annika Reinke Peter M. Full M. Wagner H. Kenngott ... Lei Zhu Manuel Wiesenfarth A. Kopp-Schneider Beat P. Müller-Stich Lena Maier-Hein 65 44 0 23 Mar 2020
CAI4CAI: The Rise of Contextual Artificial Intelligence in Computer Assisted Interventions Tom Vercauteren Mathias Unberath N. Padoy Nassir Navab 84 112 0 20 Oct 2019
Incorporating Temporal Prior from Motion Flow for Instrument Segmentation in Minimally Invasive Surgery Video Yueming Jin Keyun Cheng Qi Dou Pheng-Ann Heng 62 119 0 18 Jul 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
Cross-Domain Conditional Generative Adversarial Networks for Stereoscopic Hyperrealism in Surgical Training Sandy Engelhardt Lalith Sharan M. Karck R. de Simone I. Wolf MedIm GAN 88 16 0 24 Jun 2019
A Curriculum Domain Adaptation Approach to the Semantic Segmentation of Urban Scenes Yang Zhang P. David H. Foroosh Boqing Gong SSeg 49 132 0 24 Dec 2018
A Survey of Unsupervised Deep Domain Adaptation Garrett Wilson D. Cook OOD 74 814 0 06 Dec 2018
SurReal: enhancing Surgical simulation Realism using style transfer Imanol Luengo Evangello Flouty Petros Giataganas Piyamate Wisanuvej J. Nehme Danail Stoyanov MedIm 26 14 0 07 Nov 2018
Comparative evaluation of instrument segmentation and tracking methods in minimally invasive surgery S. Bodenstedt M. Allan Anthony Agustinos Xiaofei Du Luis C. Garcia-Peraza-Herrera ... M. Wagner Pamela Wochner Lena Maier-Hein Danail Stoyanov Stefanie Speidel 61 63 0 07 May 2018
Automatic Instrument Segmentation in Robot-Assisted Surgery Using Deep Learning Alexey A. Shvets Alexander Rakhlin Alexandr A Kalinin V. Iglovikov 106 343 0 03 Mar 2018
Deep Visual Domain Adaptation: A Survey Mei Wang Weihong Deng OOD 66 2,008 0 10 Feb 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
Unsupervised Reverse Domain Adaptation for Synthetic Medical Images via Adversarial Training Faisal Mahmood Richard J. Chen Nicholas J. Durr OOD MedIm 79 230 0 17 Nov 2017
Curriculum Domain Adaptation for Semantic Segmentation of Urban Scenes Yang Zhang P. David Boqing Gong SSeg 78 321 0 29 Jul 2017
Concurrent Segmentation and Localization for Tracking of Surgical Instruments Iro Laina Nicola Rieke Christian Rupprecht Josué Page Vizcaíno Abouzar Eslami Federico Tombari Nassir Navab 54 148 0 30 Mar 2017
FCNs in the Wild: Pixel-level Adversarial and Constraint-based Adaptation Judy Hoffman Dequan Wang Feng Yu Trevor Darrell OOD 82 788 0 08 Dec 2016
EndoNet: A Deep Architecture for Recognition Tasks on Laparoscopic Videos A. P. Twinanda S. Shehata Didier Mutter J. Marescaux M. de Mathelin N. Padoy 216 862 0 09 Feb 2016