Active Learning using Deep Bayesian Networks for Surgical Workflow
Analysis

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Active Learning using Deep Bayesian Networks for Surgical Workflow Analysis

8 November 2018

Michael Breucha

Beat Müller-Stich

Jürgen Weitz

Stefanie Speidel

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Papers citing "Active Learning using Deep Bayesian Networks for Surgical Workflow Analysis"

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Title
Robust Surgical Phase Recognition From Annotation Efficient Supervision Or Rubin S. Laufer 61 0 0 26 Jun 2024
4D-OR: Semantic Scene Graphs for OR Domain Modeling Ege Özsoy Evin Pınar Örnek U. Eck Tobias Czempiel F. Tombari Nassir Navab 82 38 0 22 Mar 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 98 19 0 15 Mar 2022
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 86 78 0 30 Sep 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 83 6 0 07 Aug 2021
Multimodal Semantic Scene Graphs for Holistic Modeling of Surgical Procedures Ege Özsoy Evin Pınar Örnek U. Eck F. Tombari Nassir Navab 28 6 0 09 Jun 2021
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 86 232 0 30 Oct 2020
Rethinking Anticipation Tasks: Uncertainty-aware Anticipation of Sparse Surgical Instrument Usage for Context-aware Assistance Dominik Rivoir S. Bodenstedt Isabel Funke F. Bechtolsheim Marius Distler Jürgen Weitz Stefanie Speidel 140 25 0 01 Jul 2020
LRTD: Long-Range Temporal Dependency based Active Learning for Surgical Workflow Recognition Xueying Shi Yueming Jin Qi Dou Pheng-Ann Heng 51 19 0 21 Apr 2020
CAI4CAI: The Rise of Contextual Artificial Intelligence in Computer Assisted Interventions Tom Vercauteren Mathias Unberath N. Padoy Nassir Navab 117 112 0 20 Oct 2019