2 code implementations • 1 Jul 2020 • Dominik Rivoir, Sebastian Bodenstedt, Isabel Funke, Felix von Bechtolsheim, Marius Distler, Jürgen Weitz, Stefanie Speidel
We propose a novel learning task for anticipation of instrument usage in laparoscopic videos that overcomes these limitations.
no code implementations • 26 Feb 2020 • Dominik Rivoir, Sebastian Bodenstedt, Felix von Bechtolsheim, Marius Distler, Jürgen Weitz, Stefanie Speidel
Using our unsupervised method as an auxiliary task for RSD training, we outperform other self-supervised methods and are comparable to the supervised state-of-the-art.
1 code implementation • 26 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.