DeepPhase: Surgical Phase Recognition in CATARACTS Videos

07/17/2018
by   Odysseas Zisimopoulos, et al.
0

Automated surgical workflow analysis and understanding can assist surgeons to standardize procedures and enhance post-surgical assessment and indexing, as well as, interventional monitoring. Computer-assisted interventional (CAI) systems based on video can perform workflow estimation through surgical instruments' recognition while linking them to an ontology of procedural phases. In this work, we adopt a deep learning paradigm to detect surgical instruments in cataract surgery videos which in turn feed a surgical phase inference recurrent network that encodes temporal aspects of phase steps within the phase classification. Our models present comparable to state-of-the-art results for surgical tool detection and phase recognition with accuracies of 99 and 78

READ FULL TEXT

page 2

page 6

research
10/27/2016

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

The surgical workflow challenge at M2CAI 2016 consists of identifying 8 ...
research
09/30/2021

Comparative Validation of Machine Learning Algorithms for Surgical Workflow and Skill Analysis with the HeiChole Benchmark

PURPOSE: Surgical workflow and skill analysis are key technologies for t...
research
09/02/2022

ARST: Auto-Regressive Surgical Transformer for Phase Recognition from Laparoscopic Videos

Phase recognition plays an essential role for surgical workflow analysis...
research
08/07/2022

Towards Graph Representation Learning Based Surgical Workflow Anticipation

Surgical workflow anticipation can give predictions on what steps to con...
research
10/18/2016

Real-time analysis of cataract surgery videos using statistical models

The automatic analysis of the surgical process, from videos recorded dur...
research
05/10/2021

SUrgical PRediction GAN for Events Anticipation

Comprehension of surgical workflow is the foundation upon which computer...
research
06/06/2018

Real-time Surgical Tools Recognition in Total Knee Arthroplasty Using Deep Neural Networks

Total knee arthroplasty (TKA) is a commonly performed surgical procedure...

Please sign up or login with your details

Forgot password? Click here to reset