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cs.CV2026
COPRA: Conditional Parameter Adaptation with Reinforcement Learning for Video Anomaly Detection
Darryl Cherian Jacob, Xinyu Liu, Kai Wang +1
Vision-language models (VLMs) have shown strong performance in video anomaly detection (VAD) while providing interpretable predictions. However, existing VLM-based VAD methods suff…
cs.CV2026
Understanding Real-World Traffic Safety through RoadSafe365 Benchmark
Xinyu Liu, Darryl C. Jacob, Yuxin Liu +4
Although recent traffic benchmarks have advanced multimodal data analysis, they generally lack systematic evaluation aligned with official safety standards. To fill this gap, we in…