2 papers
cs.CV2025
MoCLIP-Lite: Efficient Video Recognition by Fusing CLIP with Motion Vectors
Binhua Huang, Ni Wang, Arjun Pakrashi +1
Video action recognition is a fundamental task in computer vision, but state-of-the-art models are often computationally expensive and rely on extensive video pre-training. In para…
cs.CV2025
MVP: Motion Vector Propagation for Zero-Shot Video Object Detection
Binhua Huang, Ni Wang, Wendong Yao +1
Running a large open-vocabulary (Open-vocab) detector on every video frame is accurate but expensive. We introduce a training-free pipeline that invokes OWLv2 only on fixed-interva…