Quo Vadis, Anomaly Detection? LLMs and VLMs in the Spotlight

X Ding, L Wang - arxiv preprint arxiv:2412.18298, 2024 - arxiv.org
Video anomaly detection (VAD) has witnessed significant advancements through the
integration of large language models (LLMs) and vision-language models (VLMs) …

Evolving Skeletons: Motion Dynamics in Action Recognition

J Qiu, L Wang - arxiv preprint arxiv:2501.02593, 2025 - arxiv.org
Skeleton-based action recognition has gained significant attention for its ability to efficiently
represent spatiotemporal information in a lightweight format. Most existing approaches use …

[PDF][PDF] The Journey of Action Recognition

X Ding, L Wang - researchgate.net
Action recognition has evolved from a niche research area into a fundamental aspect of
video understanding, driven by the dynamic interplay between data, model architectures …