Ontology highlight
ABSTRACT:
SUBMITTER: Du X
PROVIDER: S-EPMC6051486 | biostudies-other | 2018 May
REPOSITORIES: biostudies-other
Du Xiaofei X Kurmann Thomas T Chang Ping-Lin PL Allan Maximilian M Ourselin Sebastien S Sznitman Raphael R Kelly John D JD Stoyanov Danail D
IEEE transactions on medical imaging 20180501 5
Instrument detection, pose estimation, and tracking in surgical videos are an important vision component for computer-assisted interventions. While significant advances have been made in recent years, articulation detection is still a major challenge. In this paper, we propose a deep neural network for articulated multi-instrument 2-D pose estimation, which is trained on detailed annotations of endoscopic and microscopic data sets. Our model is formed by a fully convolutional detection-regressio ...[more]