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Quo Vadis,...
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Arxiv

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Image Credit: Arxiv

Quo Vadis, Anomaly Detection? LLMs and VLMs in the Spotlight

  • This paper discusses the use of large language models (LLMs) and vision-language models (VLMs) in video anomaly detection (VAD) in 2024.
  • The integration of LLMs and VLMs in VAD helps enhance interpretability, capture temporal relationships, enable few-shot and zero-shot detection, and address open-world and class-agnostic anomalies.
  • LLMs and VLMs offer semantic insights, textual explanations, and motion features for spatiotemporal coherence, making visual anomalies more understandable.
  • The paper explores the potential of LLMs and VLMs in redefining the landscape of VAD and proposes future directions for leveraging the synergy between visual and textual modalities.

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