Self-Supervised Learning for Endoscopic Video Analysis

Self-Supervised Learning for Endoscopic Video Analysis

23 August 2023

Roman Goldenberg

Daniel Freedman

Papers citing "Self-Supervised Learning for Endoscopic Video Analysis"

18 / 18 papers shown

Title
OmniV-Med: Scaling Medical Vision-Language Model for Universal Visual Understanding Songtao Jiang Yuan Wang Sibo Song Yuhang Zhang Zijie Meng Bohan Lei Jian Wu Jimeng Sun Zuozhu Liu MedIm VLM 42 0 0 20 Apr 2025
Systematic Evaluation of Large Vision-Language Models for Surgical Artificial Intelligence Anita Rau Mark Endo Josiah Aklilu Jaewoo Heo Khaled Saab Alberto Paderno Jeffrey Jopling F. C. Holsinger Serena Yeung-Levy 46 0 0 03 Apr 2025
Surg-3M: A Dataset and Foundation Model for Perception in Surgical Settings Chengan Che Chao Wang Tom Vercauteren Sophia Tsoka Luis C. García-Peraza-Herrera MedIm 46 0 0 25 Mar 2025
Arges: Spatio-Temporal Transformer for Ulcerative Colitis Severity Assessment in Endoscopy Videos Krishna Chaitanya Pablo F. Damasceno Shreyas Fadnavis Pooya Mobadersany Chaitanya Parmar ... Lindsey Surace Louis R. Ghanem Oana Gabriela Cula Tommaso Mansi K. Standish 24 0 0 01 Oct 2024
SurgPETL: Parameter-Efficient Image-to-Surgical-Video Transfer Learning for Surgical Phase Recognition Shu Yang Zhiyuan Cai Luyang Luo Ning Ma Shuchang Xu Hao Chen 27 0 0 30 Sep 2024
Exploring the Effect of Dataset Diversity in Self-Supervised Learning for Surgical Computer Vision Tim J. M. Jaspers Ronald L.P.D. de Jong Yasmina Alkhalil Tijn Zeelenberg C. H. Kusters ... Franciscus Hendericus Aäron Bakker J P Ruurda Willem M. Brinkman Peter H. N. de With Fons van der Sommen 42 1 0 25 Jul 2024
EndoFinder: Online Image Retrieval for Explainable Colorectal Polyp Diagnosis Ruijie Yang Yan Zhu Peiyao Fu Yizhe Zhang Zhihua Wang Quanlin Li Pinghong Zhou Xian Yang Shuo Wang MedIm 29 0 0 16 Jul 2024
Predicting Generalization of AI Colonoscopy Models to Unseen Data Joel Shor C. McNeil Yotam Intrator Joe Ledsam H. Yamano ... Masaaki Miyo Eiji Oki Ichiro Takemasa Ehud Rivlin Roman Goldenberg 41 0 0 14 Mar 2024
A Study on Self-Supervised Pretraining for Vision Problems in Gastrointestinal Endoscopy Edward Sanderson B. Matuszewski 23 2 0 11 Jan 2024
Unsupervised Segmentation of Colonoscopy Images Heming Yao Jérôme Lüscher Benjamín Gutiérrez-Becker Josep Arús-Pous Tommaso Biancalani A. Bigorgne David Richmond MedIm 35 0 0 19 Dec 2023
Jumpstarting Surgical Computer Vision Deepak Alapatt Aditya Murali V. Srivastav Pietro Mascagni AI4SafeChole Consortium N. Padoy 15 2 0 10 Dec 2023
Masked Autoencoders Are Scalable Vision Learners Kaiming He Xinlei Chen Saining Xie Yanghao Li Piotr Dollár Ross B. Girshick ViT TPM 305 7,443 0 11 Nov 2021
SCENIC: A JAX Library for Computer Vision Research and Beyond Mostafa Dehghani A. Gritsenko Anurag Arnab Matthias Minderer Yi Tay 46 68 0 18 Oct 2021
Reducing Annotating Load: Active Learning with Synthetic Images in Surgical Instrument Segmentation Haonan Peng Shan Lin Daniel King Yun-Hsuan Su Randall Bly K. Moe Blake Hannaford MedIm 21 6 0 07 Aug 2021
Emerging Properties in Self-Supervised Vision Transformers Mathilde Caron Hugo Touvron Ishan Misra Hervé Jégou Julien Mairal Piotr Bojanowski Armand Joulin 320 5,785 0 29 Apr 2021
Colonoscopy Polyp Detection and Classification: Dataset Creation and Comparative Evaluations Kaidong Li M. I. Fathan Krushi Patel Tianxiao Zhang Cuncong Zhong A. Bansal A. Rastogi Jean S. Wang Guanghui Wang 110 95 0 22 Apr 2021
EndoNet: A Deep Architecture for Recognition Tasks on Laparoscopic Videos A. P. Twinanda S. Shehata Didier Mutter J. Marescaux M. de Mathelin N. Padoy 188 840 0 09 Feb 2016
ImageNet Large Scale Visual Recognition Challenge Olga Russakovsky Jia Deng Hao Su J. Krause S. Satheesh ... A. Karpathy A. Khosla Michael S. Bernstein Alexander C. Berg Li Fei-Fei VLM ObjD 296 39,198 0 01 Sep 2014