DomainNet

Overview edit

Variants: DomainNet

Associated Benchmarks

This dataset is used in 5 benchmarks:

• Domain Adaptation - Metrics: Accuracy
• Universal Domain Adaptation - Metrics: H-Score, Source-free
• Multi-target Domain Adaptation - Metrics: Accuracy
• Unsupervised Domain Adaptation - Metrics: Accuracy
• Domain Generalization - Metrics: Average Accuracy

Recent Benchmark Submissions

Research Papers

Recent papers with results on this dataset:

• Target Semantics Clustering via Text Representations for Robust Universal Domain Adaptation (2025) -
• Shuffle PatchMix Augmentation with Confidence-Margin Weighted Pseudo-Labels for Enhanced Source-Free Domain Adaptation (2025) -
• TransAdapter: Vision Transformer for Feature-Centric Unsupervised Domain Adaptation (2024) -
• Adapting to Distribution Shift by Visual Domain Prompt Generation (2024) -
• Soft Prompt Generation for Domain Generalization (2024) -
• SF(DA)$^2$: Source-free Domain Adaptation Through the Lens of Data Augmentation (2024) -
• LEAD: Learning Decomposition for Source-free Universal Domain Adaptation (2024) -
• Rethinking Multi-domain Generalization with A General Learning Objective (2024) -
• Combining inherent knowledge of vision-language models with unsupervised domain adaptation through strong-weak guidance (2023) -
• Domain Generalization Using Large Pretrained Models with Mixture-of-Adapters (2023) -
• Towards Unified and Effective Domain Generalization (2023) -
• Leveraging Vision-Language Models for Improving Domain Generalization in Image Classification (2023) -
• PromptStyler: Prompt-driven Style Generation for Source-free Domain Generalization (2023) -
• POEM: Polarization of Embeddings for Domain-Invariant Representations (2023) -
• Universal Domain Adaptation via Compressive Attention Matching (2023) -
• Patch-Mix Transformer for Unsupervised Domain Adaptation: A Game Perspective (2023) -
• Upcycling Models under Domain and Category Shift (2023) -
• Class Overwhelms: Mutual Conditional Blended-Target Domain Adaptation (2023) -
• Semantic-aware Message Broadcasting for Efficient Unsupervised Domain Adaptation (2022) -
• Context-Aware Robust Fine-Tuning (2022) -