Short-Window Sliding Learning for Real-Time Violence Detection via LLM-based Auto-Labeling

arXiv:2511.10866 · cs.CV, cs.AI · Submitted 2025-11-14 · Read on arXiv

cs.CV, cs.AI

Submitted: 2025-11-14

Updated: 2026-09-03

Terminology

• Accuracy — 6× in this paper · explained in 1 episode
• Generalization — 5× in this paper · explained in 13 episodes
• Large Language Model — 2× in this paper
• Transformer — 2× in this paper · explained in 2 episodes
• Benchmark — 1× in this paper · explained in 2 episodes
• Consistency — 1× in this paper · explained in 3 episodes
• Core — 1× in this paper · explained in 2 episodes
• Data Augmentation — 1× in this paper · explained in 7 episodes
• Large Language Model (LLM) — 1× in this paper · explained in 3 episodes

Sources

• DUAL-VAD: Dual Benchmarks and Anomaly-Focused Sampling for Video Anomaly Detection
• InternVL3: Exploring Advanced Training and Test-Time Recipes for Open-Source Multimodal Models

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