hoya012/awesome-anomaly-detection resource

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2901 stars · 510 forks observed · 2026-08-28

What it is AI-extracted, prompt v1, taxonomy v1, 2026-08-30, confidence not recorded

A curated list of anomaly detection resources including survey papers, research papers, and datasets organized by data type (time-series, video, image). It covers related topics like novelty detection, outlier detection, and out-of-distribution detection.

Use cases

• find papers on anomaly detection
• learn about deep learning for anomaly detection
• find anomaly detection datasets
• research out-of-distribution detection methods
• find time-series anomaly detection resources
• get started with outlier detection research

When to choose

• you need a starting point for anomaly detection research
• you want curated survey papers on novelty or outlier detection
• you are looking for datasets for anomaly detection benchmarks

When to avoid

• you need a working anomaly detection library or tool
• you need up-to-date resources, as the list was last updated in 2021
• you need practical code examples rather than paper links

Facets

learning-resource · maturity maintenance

machine-learning deep-learning documentation machine-learning deep-learning artificial-intelligence tutorials awesome-lists cross-platform anomaly-detection curated-list papers outlier-detection novelty-detection survey-papers time-series computer-vision

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