Get our free extension to see links to code for papers anywhere online!

Chrome logo  Add to Chrome

Firefox logo Add to Firefox
Picture for Dominik Rivoir

Dominik Rivoir
Alert button

On the Pitfalls of Batch Normalization for End-to-End Video Learning: A Study on Surgical Workflow Analysis


Mar 15, 2022
Dominik Rivoir, Isabel Funke, Stefanie Speidel

Add code
Alert button

Figure 1 for On the Pitfalls of Batch Normalization for End-to-End Video Learning: A Study on Surgical Workflow Analysis
Figure 2 for On the Pitfalls of Batch Normalization for End-to-End Video Learning: A Study on Surgical Workflow Analysis
Figure 3 for On the Pitfalls of Batch Normalization for End-to-End Video Learning: A Study on Surgical Workflow Analysis
Figure 4 for On the Pitfalls of Batch Normalization for End-to-End Video Learning: A Study on Surgical Workflow Analysis

   Access Paper or Ask Questions
  • Share via Twitter
  • Share via Facebook
  • Share via LinkedIn
  • Share via Whatsapp
  • Share via Messenger
  • Share via Email

Long-Term Temporally Consistent Unpaired Video Translation from Simulated Surgical 3D Data


Mar 31, 2021
Dominik Rivoir, Micha Pfeiffer, Reuben Docea, Fiona Kolbinger, Carina Riediger, Jürgen Weitz, Stefanie Speidel

Add code
Alert button

Figure 1 for Long-Term Temporally Consistent Unpaired Video Translation from Simulated Surgical 3D Data
Figure 2 for Long-Term Temporally Consistent Unpaired Video Translation from Simulated Surgical 3D Data
Figure 3 for Long-Term Temporally Consistent Unpaired Video Translation from Simulated Surgical 3D Data
Figure 4 for Long-Term Temporally Consistent Unpaired Video Translation from Simulated Surgical 3D Data

   Access Paper or Ask Questions
  • Share via Twitter
  • Share via Facebook
  • Share via LinkedIn
  • Share via Whatsapp
  • Share via Messenger
  • Share via Email

Rethinking Anticipation Tasks: Uncertainty-aware Anticipation of Sparse Surgical Instrument Usage for Context-aware Assistance


Jul 16, 2020
Dominik Rivoir, Sebastian Bodenstedt, Isabel Funke, Felix von Bechtolsheim, Marius Distler, Jürgen Weitz, Stefanie Speidel

Add code
Alert button

Figure 1 for Rethinking Anticipation Tasks: Uncertainty-aware Anticipation of Sparse Surgical Instrument Usage for Context-aware Assistance
Figure 2 for Rethinking Anticipation Tasks: Uncertainty-aware Anticipation of Sparse Surgical Instrument Usage for Context-aware Assistance
Figure 3 for Rethinking Anticipation Tasks: Uncertainty-aware Anticipation of Sparse Surgical Instrument Usage for Context-aware Assistance
Figure 4 for Rethinking Anticipation Tasks: Uncertainty-aware Anticipation of Sparse Surgical Instrument Usage for Context-aware Assistance
* Accepted at MICCAI 2020 
   Access Paper or Ask Questions
  • Share via Twitter
  • Share via Facebook
  • Share via LinkedIn
  • Share via Whatsapp
  • Share via Messenger
  • Share via Email

Unsupervised Temporal Video Segmentation as an Auxiliary Task for Predicting the Remaining Surgery Duration


Feb 26, 2020
Dominik Rivoir, Sebastian Bodenstedt, Felix von Bechtolsheim, Marius Distler, Jürgen Weitz, Stefanie Speidel

Add code
Alert button

Figure 1 for Unsupervised Temporal Video Segmentation as an Auxiliary Task for Predicting the Remaining Surgery Duration
Figure 2 for Unsupervised Temporal Video Segmentation as an Auxiliary Task for Predicting the Remaining Surgery Duration
Figure 3 for Unsupervised Temporal Video Segmentation as an Auxiliary Task for Predicting the Remaining Surgery Duration
Figure 4 for Unsupervised Temporal Video Segmentation as an Auxiliary Task for Predicting the Remaining Surgery Duration
* OR 2.0 Context-Aware Operating Theaters and Machine Learning in Clinical Neuroimaging (2019) 29-37 
   Access Paper or Ask Questions
  • Share via Twitter
  • Share via Facebook
  • Share via LinkedIn
  • Share via Whatsapp
  • Share via Messenger
  • Share via Email

Active Learning using Deep Bayesian Networks for Surgical Workflow Analysis


Nov 08, 2018
Sebastian Bodenstedt, Dominik Rivoir, Alexander Jenke, Martin Wagner, Sören Torge Mees, Jürgen Weitz, Stefanie Speidel

Add code
Alert button

Figure 1 for Active Learning using Deep Bayesian Networks for Surgical Workflow Analysis
Figure 2 for Active Learning using Deep Bayesian Networks for Surgical Workflow Analysis
Figure 3 for Active Learning using Deep Bayesian Networks for Surgical Workflow Analysis
Figure 4 for Active Learning using Deep Bayesian Networks for Surgical Workflow Analysis

   Access Paper or Ask Questions
  • Share via Twitter
  • Share via Facebook
  • Share via LinkedIn
  • Share via Whatsapp
  • Share via Messenger
  • Share via Email