Kinematics Adaptive Frame Recognition selects frames with significant tool motion, reducing training data 5x to 10x and modestly improving phase segmentation accuracy over uniform sampling.
Video action recognition col- laborative learning with dynamics via pso-convnet transformer
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
citation-role summary
background 1
citation-polarity summary
fields
cs.CV 1years
2025 1verdicts
REJECT 1roles
background 1polarities
background 1representative citing papers
citing papers explorer
-
Efficient Frame Extraction: A Novel Approach Through Frame Similarity and Surgical Tool Tracking for Video Segmentation
Kinematics Adaptive Frame Recognition selects frames with significant tool motion, reducing training data 5x to 10x and modestly improving phase segmentation accuracy over uniform sampling.