Search Results for author: Isabel Funke

Found 7 papers, 6 papers with code

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

1 code implementation15 Mar 2022 Dominik Rivoir, Isabel Funke, Stefanie Speidel

In this paper, we %present and analyze known as well as novel pitfalls of BN in video learning, including issues specific to online tasks such as a 'cheating' effect in anticipation.

Video Understanding

Using 3D Convolutional Neural Networks to Learn Spatiotemporal Features for Automatic Surgical Gesture Recognition in Video

1 code implementation26 Jul 2019 Isabel Funke, Sebastian Bodenstedt, Florian Oehme, Felix von Bechtolsheim, Jürgen Weitz, Stefanie Speidel

However, surgical gesture recognition based only on video is a challenging problem that requires effective means to extract both visual and temporal information from the video.

Gesture Recognition Surgical Gesture Recognition

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