YifanZhang07/Awesome-LongTailed-Learning resource

Health v2 · maintenance only

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1027 stars · 127 forks observed · 2026-08-28

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

A curated awesome list and accompanying codebase for deep long-tailed learning, based on a TPAMI 2023 survey paper. It catalogs top-tier conference papers organized by taxonomy categories like re-sampling, logit adjustment, and data augmentation.

Use cases

• find papers on long-tailed recognition
• learn about class imbalance in deep learning
• get a codebase for long-tailed learning experiments
• survey deep long-tailed learning methods
• find state-of-the-art imbalanced classification techniques
• research class re-balancing methods

When to choose

• you need a curated, regularly updated collection of long-tailed learning papers and code
• you are starting research on class-imbalanced visual recognition
• you want a taxonomy to organize long-tailed learning methods

When to avoid

• you need a production-ready training framework rather than a paper list
• your problem is not related to class imbalance or long-tailed distributions

Facets

learning-resource · maturity active

machine-learning deep-learning data-science machine-learning deep-learning computer-vision tutorials python cross-platform awesome-list long-tailed-learning class-imbalance survey paper-collection research

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markdown · JSON · MCP: product_card(name="YifanZhang07/Awesome-LongTailed-Learning")