2 papers
cs.CV2026
MoCrop: Training Free Motion Guided Cropping for Efficient Video Action Recognition
Binhua Huang, Wendong Yao, Shaowu Chen +3
Standard video action recognition models often process typically resized full frames, suffering from spatial redundancy and high computational costs. To address this, we introduce…
cs.CV2025
TinyDrop: Tiny Model Guided Token Dropping for Vision Transformers
Guoxin Wang, Qingyuan Wang, Binhua Huang +2
Vision Transformers (ViTs) achieve strong performance in image classification but incur high computational costs from processing all image tokens. To reduce inference costs in larg…