Do LLMs Understand Visual Anomalies? Uncovering LLM's Capabilities in Zero-shot Anomaly Detection

Research article (Proceedings of the 32nd ACM International Conference on Multimedia, 2024) · cited 20× · AI/ML
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Do LLMs Understand Visual Anomalies? Uncovering LLM's Capabilities in Zero-shot Anomaly Detection

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Do LLMs Understand Visual Anomalies? Uncovering LLM's Capabilities in Zero-shot Anomaly Detection is a scholarly article[1].

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APA 4ort.xyz Knowledge Graph. (2026). Do LLMs Understand Visual Anomalies? Uncovering LLM's Capabilities in Zero-shot Anomaly Detection. Retrieved May 24, 2026, from https://4ort.xyz/entity/do-llms-understand-visual-anomalies-uncovering-llm-s-capabilities-in-zero-shot-anomaly-detection
MLA “Do LLMs Understand Visual Anomalies? Uncovering LLM's Capabilities in Zero-shot Anomaly Detection.” 4ort.xyz Knowledge Graph, 4ort.xyz, 24 May. 2026, https://4ort.xyz/entity/do-llms-understand-visual-anomalies-uncovering-llm-s-capabilities-in-zero-shot-anomaly-detection.
BibTeX @misc{4ortxyz_do-llms-understand-visual-anomalies-uncovering-llm-s-capabilities-in-zero-shot-anomaly-detection_2026, author = {{4ort.xyz Knowledge Graph}}, title = {{Do LLMs Understand Visual Anomalies? Uncovering LLM's Capabilities in Zero-shot Anomaly Detection}}, year = {2026}, url = {https://4ort.xyz/entity/do-llms-understand-visual-anomalies-uncovering-llm-s-capabilities-in-zero-shot-anomaly-detection}, note = {Accessed: 2026-05-24}}
LLM prompt According to 4ort.xyz Knowledge Graph (aggregator of Wikidata, Wikipedia, and authoritative open-data sources): Do LLMs Understand Visual Anomalies? Uncovering LLM's Capabilities in Zero-shot Anomaly Detection — https://4ort.xyz/entity/do-llms-understand-visual-anomalies-uncovering-llm-s-capabilities-in-zero-shot-anomaly-detection (retrieved 2026-05-24)

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