tim-learn/awesome-test-time-adaptation resource

Health v2 · maintenance only

Flags: no_releases

Adoption not part of the score

1310 stars · 76 forks observed · 2026-08-28

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

A curated awesome-list of research papers, surveys, and resources on test-time adaptation under distribution shifts, covering source-free domain adaptation, batch/instance adaptation, online adaptation, and prior adaptation. It accompanies a comprehensive IJCV survey and includes a shared dataset reference sheet.

Use cases

• find papers on test-time adaptation under distribution shift
• research source-free domain adaptation methods
• get started with continual test-time adaptation
• find datasets used in TTA benchmarks
• survey online test-time adaptation literature
• compare test-time batch vs instance adaptation approaches

When to choose

• you are a researcher or student surveying test-time adaptation literature
• you need a structured reading list for domain adaptation under distribution shift
• you want links to surveys and benchmarks in one place

When to avoid

• you need runnable code or a library rather than a paper list
• you want a maintained software tool for production adaptation
• your topic is unrelated to distribution shift or adaptation

Facets

learning-resource · maturity active

machine-learning developer-tools machine-learning deep-learning computer-vision tutorials cross-platform awesome-list test-time-adaptation domain-adaptation distribution-shift survey transfer-learning

Member repositories

For agents

markdown · JSON · MCP: product_card(name="tim-learn/awesome-test-time-adaptation")