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cs.CV2026

RegionDet: A Benchmark for Region Detection Beyond Object Instances

Liang Wan, Yuhan Wang, Yupeng Zhang +4

Object detection is a fundamental task in computer vision and has achieved remarkable progress on standard benchmarks by localizing discrete and well-bounded object instances. Howe…

cs.CV2026

Kestrel: Grounding Self-Refinement for LVLM Hallucination Mitigation

Jiawei Mao, Hardy Chen, Haoqin Tu +7

Large vision-language models (LVLMs) have become increasingly strong but remain prone to hallucinations in multimodal tasks, which significantly narrows their deployment. As traini…

cs.CV2025

Live-E2T: Real-time Threat Monitoring in Video via Deduplicated Event Reasoning and Chain-of-Thought

Yuhan Wang, Cheng Liu, Zihan Zhao +1

Real-time threat monitoring identifies threatening behaviors in video streams and provides reasoning and assessment of threat events through explanatory text. However, prevailing m…

cs.CV2025

MA-CBP: A Criminal Behavior Prediction Framework Based on Multi-Agent Asynchronous Collaboration

Cheng Liu, Daou Zhang, Tingxu Liu +7

With the acceleration of urbanization, criminal behavior in public scenes poses an increasingly serious threat to social security. Traditional anomaly detection methods based on fe…

cs.CV2025

Hoi2Threat: An Interpretable Threat Detection Method for Human Violence Scenarios Guided by Human-Object Interaction

Yuhan Wang, Cheng Liu, Daou Zhang +6

In light of the mounting imperative for public security, the necessity for automated threat detection in high-risk scenarios is becoming increasingly pressing. However, existing me…