mala-lab/Awesome-Anomaly-Detection-Foundation-Models

A curated list of papers & resources on anomaly detection foundation models using large language model, vision-language model, graph foundation model, time series foundation model, etc

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This is a curated collection of research papers and resources focused on identifying unusual patterns or 'anomalies' across various types of data like images, videos, text, or industrial sensor readings. It brings together advanced techniques, specifically those utilizing large AI models (foundation models), to help experts quickly find relevant research. Data scientists, researchers, and AI practitioners looking to implement or research anomaly detection solutions would find this valuable.

159 stars.

Use this if you are a researcher or data scientist wanting to explore or apply the latest techniques in anomaly detection, particularly those leveraging large language or vision models, across diverse data types.

Not ideal if you are looking for a ready-to-use software tool or a basic introduction to anomaly detection concepts, as this resource focuses on advanced research papers.

Anomaly Detection Research Machine Learning Engineering AI Model Development Data Pattern Analysis Computer Vision Research
No License No Package No Dependents
Maintenance 10 / 25
Adoption 10 / 25
Maturity 8 / 25
Community 10 / 25

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Last pushed

Feb 10, 2026

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