Title
EndoOmni: Zero-Shot Cross-Dataset Depth Estimation in Endoscopy by Robust Self-Learning from Noisy Labels Qingyao Tian Zhen Chen Huai Liao Xinyan Huang Lujie Li Sebastien Ourselin Hongbin Liu 74 1 0 09 Sep 2024
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Quality Assured: Rethinking Annotation Strategies in Imaging AI Tim Radsch Annika Reinke V. Weru M. Tizabi Nicholas Heller Fabian Isensee Annette Kopp-Schneider Lena Maier-Hein 22 1 0 24 Jul 2024
OphNet: A Large-Scale Video Benchmark for Ophthalmic Surgical Workflow Understanding Ming Hu Peng Xia Lin Wang Siyuan Yan Feilong Tang ... Xuelian Cheng Jun Cheng Chi Liu Kaijing Zhou Zongyuan Ge 33 17 0 11 Jun 2024
Instrument-tissue Interaction Detection Framework for Surgical Video Understanding Wenjun Lin Yan Hu Huazhu Fu Mingming Yang Chin-Boon Chng Ryo Kawasaki Cheekong Chui Jiang-Dong Liu 29 2 0 30 Mar 2024
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Multitask Learning in Minimally Invasive Surgical Vision: A Review Oluwatosin O. Alabi Tom Kamiel Magda Vercauteren Miaojing Shi 18 1 0 16 Jan 2024
General-purpose foundation models for increased autonomy in robot-assisted surgery Samuel Schmidgall Ji Woong Kim Alan Kuntz A. Ghazi Axel Krieger MedIm 36 8 0 01 Jan 2024
Video-Instrument Synergistic Network for Referring Video Instrument Segmentation in Robotic Surgery Hongqiu Wang Lei Zhu Guang Yang Yi-Ting Guo Shenmin Zhang Bo Xu Yueming Jin VOS 18 0 0 18 Aug 2023
Syn-Mediverse: A Multimodal Synthetic Dataset for Intelligent Scene Understanding of Healthcare Facilities Rohit Mohan J. Arce Sassan Mokhtar Daniele Cattaneo Abhinav Valada 25 1 0 06 Aug 2023
Towards Discriminative Representation with Meta-learning for Colonoscopic Polyp Re-Identification Suncheng Xiang Qingguo Chen Shilun Cai Chengfeng Zhou C. Cai Sijia Du Zhengjie Zhang Yunshi Zhong Dahong Qian 6 1 0 02 Aug 2023
Surgical Phase and Instrument Recognition: How to identify appropriate Dataset Splits Georgii Kostiuchik Lalith Sharan Benedikt Mayer I. Wolf B. Preim Sandy Engelhardt 13 4 0 29 Jun 2023
Attention Mechanisms in Medical Image Segmentation: A Survey Yutong Xie Bing Yang Qi Guan Jianpeng Zhang Qi Wu Yong-quan Xia ViT MedIm 19 16 0 29 May 2023
Whether and When does Endoscopy Domain Pretraining Make Sense? Dominik Batić Felix Holm Ege Ozsoy Tobias Czempiel Nassir Navab 10 7 0 30 Mar 2023
Colo-SCRL: Self-Supervised Contrastive Representation Learning for Colonoscopic Video Retrieval Qingguo Chen Shilun Cai C. Cai Zefang Yu Dahong Qian Suncheng Xiang 25 7 0 28 Mar 2023
CholecTriplet2022: Show me a tool and tell me the triplet -- an endoscopic vision challenge for surgical action triplet detection C. Nwoye Tong Yu Saurav Sharma Aditya Murali Deepak Alapatt ... Pietro Mascagni B. Seeliger Cristians Gonzalez Didier Mutter N. Padoy 30 17 0 13 Feb 2023
MURPHY: Relations Matter in Surgical Workflow Analysis Shang Zhao Yanzhe Liu Qiyuan Wang Dai Sun Rong Liu S.Kevin Zhou 19 4 0 24 Dec 2022
Towards Holistic Surgical Scene Understanding Natalia Valderrama Paola Ruiz Puentes Isabela Hernández Nicolás Ayobi Mathilde Verlyck J. Santander J. Caicedo Nicolás Fernández Pablo Arbelaez 10 31 0 08 Dec 2022
A comprehensive survey on recent deep learning-based methods applied to surgical data Mansoor Ali Rafael Martinez Garcia Peña Gilberto Ochoa-Ruiz Sharib Ali 12 6 0 03 Sep 2022
Labeling instructions matter in biomedical image analysis Tim Radsch Annika Reinke V. Weru M. Tizabi Nicholas Schreck A. Emre Kavur Bunyamin Pekdemir T. Ross A. Kopp-Schneider Lena Maier-Hein 10 53 0 20 Jul 2022
Metrics reloaded: Recommendations for image analysis validation Lena Maier-Hein Annika Reinke Patrick Godau M. Tizabi Florian Buettner ... Aleksei Tiulpin Sotirios A. Tsaftaris Ben Van Calster Gaël Varoquaux Paul F. Jäger 6 212 0 03 Jun 2022
EndoMapper dataset of complete calibrated endoscopy procedures P. Azagra C. Sostres Ángel Ferrandez L. Riazuelo Clara Tomasini ... Javier Civera Juan D. Tardós Ana C. Murillo Á. Lanas José M. M. Montiel 16 49 0 29 Apr 2022
Segmenting Medical Instruments in Minimally Invasive Surgeries using AttentionMask Christian Wilms Alexander Michael Gerlach Rüdiger Schmitz Simone Frintrop MedIm 12 2 0 21 Mar 2022
Robust deep learning-based semantic organ segmentation in hyperspectral images Silvia Seidlitz Jiansheng Fang Jan Odenthal Berkin Özdemir H. Fu ... Jiang-Dong Liu Martin Wagner Felix Nickel Beat P. Müller-Stich Lena Maier-Hein 24 8 0 09 Nov 2021
Real-time Instance Segmentation of Surgical Instruments using Attention and Multi-scale Feature Fusion Juan Carlos Angeles Ceron Gilberto Ochoa-Ruiz Leonardo Chang Sharib Ali 16 36 0 09 Nov 2021
hSDB-instrument: Instrument Localization Database for Laparoscopic and Robotic Surgeries Jihun Yoon Jiwon Lee Sung-Woo Heo Hayeong Yu Jayeon Lim ... Seungbum Hong Bokyung Park Sunghyun Park W. Hyung Min-Kook Choi 9 3 0 24 Oct 2021
Deep Homography Estimation in Dynamic Surgical Scenes for Laparoscopic Camera Motion Extraction Martin Huber Sébastien Ourselin Christos Bergeles Tom Kamiel Magda Vercauteren MedIm 22 8 0 30 Sep 2021
Comparative Validation of Machine Learning Algorithms for Surgical Workflow and Skill Analysis with the HeiChole Benchmark M. Wagner Beat-Peter Müller-Stich A. Kisilenko Duc Tran P. Heger ... M. Frankenberg F. Mathis-Ullrich Lena Maier-Hein Stefanie Speidel S. Bodenstedt 15 67 0 30 Sep 2021
Exploring Deep Learning Methods for Real-Time Surgical Instrument Segmentation in Laparoscopy Debesh Jha Sharib Ali Nikhil Kumar Tomar Michael A. Riegler Dag Johansen Haavard D. Johansen P. Halvorsen 11 11 0 05 Jul 2021
How can we learn (more) from challenges? A statistical approach to driving future algorithm development T. Ross Pierangela Bruno Annika Reinke Manuel Wiesenfarth Lisa Koeppel ... S. Moccia Francesco Calimeri Beat P. Müller-Stich A. Kopp-Schneider Lena Maier-Hein AAML 12 7 0 17 Jun 2021
Assessing YOLACT++ for real time and robust instance segmentation of medical instruments in endoscopic procedures Juan Carlos Angeles Ceron Leonardo Chang Gilberto Ochoa-Ruiz Sharib Ali 13 17 0 30 Mar 2021
SERV-CT: A disparity dataset from CT for validation of endoscopic 3D reconstruction P. J. Eddie Edwards Dimitris Psychogyios Stefanie Speidel Lena Maier-Hein Danail Stoyanov 20 39 0 22 Dec 2020
Multi-frame Feature Aggregation for Real-time Instrument Segmentation in Endoscopic Video Shan Lin Fangbo Qin Haonan Peng Randall Bly K. Moe Blake Hannaford 6 17 0 17 Nov 2020
Surgical Data Science -- from Concepts toward Clinical Translation Lena Maier-Hein Matthias Eisenmann Duygu Sarikaya Keno Marz Toby Collins ... D. Teber F. Uckert Beat P. Müller-Stich Pierre Jannin Stefanie Speidel AI4CE 20 224 0 30 Oct 2020
EXACT: A collaboration toolset for algorithm-aided annotation of images with annotation version control Christian Marzahl Marc Aubreville C. Bertram Jennifer K. Maier Christian Bergler Christine Kröger J. Voigt Katharina Breininger R. Klopfleisch Andreas K. Maier 9 33 0 30 Apr 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 46 43 0 23 Mar 2020
EndoNet: A Deep Architecture for Recognition Tasks on Laparoscopic Videos A. P. Twinanda S. Shehata Didier Mutter J. Marescaux M. de Mathelin N. Padoy 168 835 0 09 Feb 2016