Less is More: Surgical Phase Recognition with Less Annotations through
Self-Supervised Pre-training of CNN-LSTM Networks

Less is More: Surgical Phase Recognition with Less Annotations through Self-Supervised Pre-training of CNN-LSTM Networks

22 May 2018

Papers citing "Less is More: Surgical Phase Recognition with Less Annotations through Self-Supervised Pre-training of CNN-LSTM Networks"

18 / 18 papers shown

Title
Learning Multi-modal Representations by Watching Hundreds of Surgical Video Lectures Kun Yuan V. Srivastav Tong Yu Joël L. Lavanchy Pietro Mascagni Pietro Mascagni N. Padoy Nicolas Padoy 32 20 0 27 Jul 2023
Self-Supervised Learning for Data Scarcity in a Fatigue Damage Prognostic Problem A. Akrim C. Gogu R. Vingerhoeds M. Salaün AI4CE 29 23 0 20 Jan 2023
MURPHY: Relations Matter in Surgical Workflow Analysis Shang Zhao Yanzhe Liu Qiyuan Wang Dai Sun Rong Liu S.Kevin Zhou 24 4 0 24 Dec 2022
Adaptation of Surgical Activity Recognition Models Across Operating Rooms A. Mottaghi Aidean Sharghi Serena Yeung Omid Mohareri 24 8 0 07 Jul 2022
Dissecting Self-Supervised Learning Methods for Surgical Computer Vision Sanat Ramesh V. Srivastav Deepak Alapatt Tong Yu Aditya Murali ... Saurav Sharma A. Fleurentin Georgios Exarchakis Alexandros Karargyris N. Padoy 23 42 0 01 Jul 2022
An Empirical Study on Activity Recognition in Long Surgical Videos Zhuohong He A. Mottaghi Aidean Sharghi Muhammad Abdullah Jamal Omid Mohareri 33 12 0 05 May 2022
On the Pitfalls of Batch Normalization for End-to-End Video Learning: A Study on Surgical Workflow Analysis Dominik Rivoir Isabel Funke Stefanie Speidel 24 16 0 15 Mar 2022
OperA: Attention-Regularized Transformers for Surgical Phase Recognition Tobias Czempiel Magdalini Paschali D. Ostler S. T. Kim Benjamin Busam Nassir Navab MedIm 36 85 0 05 Mar 2021
Gesture Recognition in Robotic Surgery: a Review Beatrice van Amsterdam Matthew J. Clarkson Danail Stoyanov 35 91 0 29 Jan 2021
Automatic Operating Room Surgical Activity Recognition for Robot-Assisted Surgery Aidean Sharghi Helene Haugerud Daniel Oh Omid Mohareri 29 43 0 29 Jun 2020
TeCNO: Surgical Phase Recognition with Multi-Stage Temporal Convolutional Networks Tobias Czempiel Magdalini Paschali Matthias Keicher Walter Simson H. Feußner S. T. Kim Nassir Navab 20 176 0 24 Mar 2020
Multi-Task Recurrent Neural Network for Surgical Gesture Recognition and Progress Prediction Beatrice van Amsterdam Matthew J. Clarkson Danail Stoyanov 32 39 0 10 Mar 2020
Automated Surgical Activity Recognition with One Labeled Sequence R. DiPietro Gregory Hager 29 18 0 20 Jul 2019
Multi-Task Recurrent Convolutional Network with Correlation Loss for Surgical Video Analysis Yueming Jin Huaxia Li Qi Dou Hao Chen J. Qin Chi-Wing Fu Pheng-Ann Heng 21 172 0 13 Jul 2019
Temporal coherence-based self-supervised learning for laparoscopic workflow analysis Isabel Funke Alexander C. Jenke S. T. Mees Jürgen Weitz Stefanie Speidel S. Bodenstedt 19 44 0 18 Jun 2018
RSDNet: Learning to Predict Remaining Surgery Duration from Laparoscopic Videos Without Manual Annotations A. P. Twinanda Gaurav Yengera Didier Mutter J. Marescaux N. Padoy MedIm 26 98 0 09 Feb 2018
EndoNet: A Deep Architecture for Recognition Tasks on Laparoscopic Videos A. P. Twinanda S. Shehata Didier Mutter J. Marescaux M. de Mathelin N. Padoy 176 840 0 09 Feb 2016
Convolutional LSTM Network: A Machine Learning Approach for Precipitation Nowcasting Xingjian Shi Zhourong Chen Hao Wang Dit-Yan Yeung W. Wong W. Woo 233 7,904 0 13 Jun 2015