Unsupervised temporal context learning using convolutional neural
networks for laparoscopic workflow analysis

Unsupervised temporal context learning using convolutional neural networks for laparoscopic workflow analysis

13 February 2017

Benjamin F. B. Mayer

Beat Müller-Stich

Rüdiger Dillmann

Stefanie Speidel

Papers citing "Unsupervised temporal context learning using convolutional neural networks for laparoscopic workflow analysis"

9 / 9 papers shown

Title
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
Surgical Workflow Recognition: from Analysis of Challenges to Architectural Study Tobias Czempiel Aidean Sharghi Magdalini Paschali Nassir Navab Omid Mohareri 19 8 0 17 Mar 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 32 26 0 27 Aug 2020
Multi-Task Recurrent Neural Network for Surgical Gesture Recognition and Progress Prediction Beatrice van Amsterdam Matthew J. Clarkson Danail Stoyanov 40 39 0 10 Mar 2020
Automated Surgical Activity Recognition with One Labeled Sequence R. DiPietro Gregory Hager 29 18 0 20 Jul 2019
Multitask Learning of Temporal Connectionism in Convolutional Networks using a Joint Distribution Loss Function to Simultaneously Identify Tools and Phase in Surgical Videos S. S. Mondal R. Sathish Debdoot Sheet 35 17 0 20 May 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
Less is More: Surgical Phase Recognition with Less Annotations through Self-Supervised Pre-training of CNN-LSTM Networks Gaurav Yengera Didier Mutter J. Marescaux N. Padoy 40 71 0 22 May 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 188 840 0 09 Feb 2016