EndoNet: A Deep Architecture for Recognition Tasks on Laparoscopic Videos

9 code implementations • 9 Feb 2016 • Andru P. Twinanda, Sherif Shehata, Didier Mutter, Jacques Marescaux, Michel de Mathelin, Nicolas Padoy

In the literature, two types of features are typically used to perform this task: visual features and tool usage signals.

Offline surgical phase recognition Online surgical phase recognition +2

Single- and Multi-Task Architectures for Surgical Workflow Challenge at M2CAI 2016

no code implementations • 27 Oct 2016 • Andru P. Twinanda, Didier Mutter, Jacques Marescaux, Michel de Mathelin, Nicolas Padoy

On top of these architectures we propose to use two different approaches to enforce the temporal constraints of the surgical workflow: (1) HMM-based and (2) LSTM-based pipelines.

Surgical phase recognition

Single- and Multi-Task Architectures for Tool Presence Detection Challenge at M2CAI 2016

no code implementations • 27 Oct 2016 • Andru P. Twinanda, Didier Mutter, Jacques Marescaux, Michel de Mathelin, Nicolas Padoy

The tool presence detection challenge at M2CAI 2016 consists of identifying the presence/absence of seven surgical tools in the images of cholecystectomy videos.