A ViT-LSTM spatiotemporal model detects surgical instrument handovers and classifies direction in videos, achieving F1 of 0.84 for detection and 0.72 mean F1 for direction on kidney transplant data.
Surgical instrument counting: Current prac- tice and staff perspectives on technological support.Human Factors in Healthcare, 6:100087, 2024
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
fields
cs.CV 1years
2026 1verdicts
UNVERDICTED 1representative citing papers
citing papers explorer
-
Event-Level Detection of Surgical Instrument Handovers in Videos with Interpretable Vision Models
A ViT-LSTM spatiotemporal model detects surgical instrument handovers and classifies direction in videos, achieving F1 of 0.84 for detection and 0.72 mean F1 for direction on kidney transplant data.