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Isabel Funke

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TUNeS: A Temporal U-Net with Self-Attention for Video-based Surgical Phase Recognition

Jul 19, 2023
Isabel Funke, Dominik Rivoir, Stefanie Krell, Stefanie Speidel

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Metrics Matter in Surgical Phase Recognition

May 23, 2023
Isabel Funke, Dominik Rivoir, Stefanie Speidel

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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

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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

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

Jul 26, 2019
Isabel Funke, Sebastian Bodenstedt, Florian Oehme, Felix von Bechtolsheim, Jürgen Weitz, Stefanie Speidel

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Generating large labeled data sets for laparoscopic image processing tasks using unpaired image-to-image translation

Jul 05, 2019
Micha Pfeiffer, Isabel Funke, Maria R. Robu, Sebastian Bodenstedt, Leon Strenger, Sandy Engelhardt, Tobias Roß, Matthew J. Clarkson, Kurinchi Gurusamy, Brian R. Davidson, Lena Maier-Hein, Carina Riediger, Thilo Welsch, Jürgen Weitz, Stefanie Speidel

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Video-based surgical skill assessment using 3D convolutional neural networks

Mar 06, 2019
Isabel Funke, Sören Torge Mees, Jürgen Weitz, Stefanie Speidel

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Temporal coherence-based self-supervised learning for laparoscopic workflow analysis

Sep 07, 2018
Isabel Funke, Alexander Jenke, Sören Torge Mees, Jürgen Weitz, Stefanie Speidel, Sebastian Bodenstedt

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