Skeleton-based video anomaly detection has gained significant attention in security and forensics applications due to its privacy-preserving properties that abstract human motion without capturing identifiable biometric information. However, existing methods typically process spatial pose configurations and temporal mo...
Yang Liu, Lei Zhang, Jun-Cen Guo et al.· IEEE Transactions on Informa...· 0 citations
The performance ceiling of an LLM team is constrained not only by individual model capabilities, but also by inter-member error resonance and predictive differences. Although heterogeneous teaming is often observed to be effective in practice, existing approaches lack complementarity metrics that are computable, interp...
Liang-Yu Teng, Heng-Song Liu, Jun-Cen Guo et al.· 0 citations
Gated Adaptive Fusion Detector (GAF-Det), a single-stage detector whose neck replaces fixed-weight concatenation with a Lightweight Gated Feature Fusion (LGFF) module that dynamically computes per-channel fusion weights conditioned on both the semantic and spatial streams, demonstrating that input-adaptive feature fusi...
Xuxu Chu, Wenyang Fan, Yuanyuan Meng et al.· Journal of Real-Time Image P...· 0 citations
CRISP is proposed, a pre-LLM yet text-driven visual token pruning framework that preserves both instruction-relevant evidence and essential scene context that serves as a practical solution for efficient LVLM inference, especially in resource-constrained scenarios.
Xu Li, Yi Zheng, Mengyang Zhao et al.· arXiv.org· 1 citation
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