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SlowFastVAD
SlowFastVAD — RAG-Enhanced Reasoning
arXiv · 2025Human-reviewed summary status
Survey summary
SlowFastVAD integrates a fast autoencoder-based anomaly detector with a slower RAG-enhanced vision-language model: entropy-based uncertainty selects ambiguous segments for VLM re-analysis using a knowledge base of normal and inferred abnormal patterns, then fuses both detectors' confidence scores.
Taxonomy placement
Unsupervised & Semi-Supervised
Unsupervised & Semi-SupervisedRAG-Enhanced Reasoning
Method characteristics
Unsupervised & Semi-SupervisedRAGFast-slow pipelineInterpretable