zhaoxin94/awesome-domain-adaptation resource

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5456 stars · 881 forks observed · 2026-08-28

What it is AI-extracted, prompt v1, taxonomy v1, 2026-08-29, confidence not recorded

A curated awesome-list collecting papers, code, libraries, tutorials, and benchmarks on domain adaptation and related transfer learning paradigms. It organizes research by method family (adversarial, self-training, optimal transport) and application area (segmentation, detection, medical imaging).

Use cases

• find papers on unsupervised domain adaptation
• survey transfer learning research for a literature review
• find code implementations of domain adaptation methods
• research few-shot and zero-shot domain adaptation
• find benchmarks for domain adaptation experiments
• learn about sim-to-real transfer for robotics

When to choose

• starting research on domain adaptation or transfer learning
• looking for a structured reading list of DA papers by category
• searching for open-source implementations of DA methods

When to avoid

• you need a runnable library rather than a paper list
• you need general machine learning resources beyond transfer learning

Facets

learning-resource · maturity active

machine-learning deep-learning machine-learning computer-vision artificial-intelligence awesome-lists cross-platform awesome-list domain-adaptation transfer-learning papers few-shot-learning zero-shot-learning optimal-transport

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