Zero-shot prompt-based video encoder for surgical gesture recognition

Bridge-prompt and similar pre-trained + prompt-tuned video encoder models present significant visual representation for surgical robotics, especially in gesture recognition tasks. Given the diverse range of surgical tasks (gestures), the ability of these models to zero-shot transfer without the need for any task (gesture) specific retraining makes them invaluable.

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Institutions

Publication Details

Journal
International Journal of Computer Assisted Radiology and Surgery
Published
2024-09-17
DOI
https://doi.org/10.1007/s11548-024-03257-1
Citations
5
Primary Topic
Human Pose and Action Recognition
Type
article
Field-Weighted Citation Impact
1.25

Funders

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article

Zero-shot prompt-based video encoder for surgical gesture recognition

Soheil Kolouri, Daniel Moyer, Jie Ying Wu, M. Subba Rao et al.
5 citations
International Journal of Computer Assisted Radiology and Surgery
Human Pose and Action Recognition
1.25
article

Zero-shot prompt-based video encoder for surgical gesture recognition

Soheil Kolouri, Daniel Moyer, Jie Ying Wu, M. Subba Rao, Yinhong Qin
article en
5 citations

Abstract

Bridge-prompt and similar pre-trained + prompt-tuned video encoder models present significant visual representation for surgical robotics, especially in gesture recognition tasks. Given the diverse range of surgical tasks (gestures), the ability of these models to zero-shot transfer without the need for any task (gesture) specific retraining makes them invaluable.

International Journal of Computer Assisted Radiology and SurgeryVol. 20(2)
Vanderbilt University (US), Vanderbilt Health (US)
National Science Foundation
Reduced inequalities
Openalex Percentile: Top 19%
Human Pose and Action Recognition
1.25
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