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Datasets › DomainNet

DomainNet

Introduced by Xingchao Peng et al. in Moment Matching for Multi-Source Domain Adaptation1 Jan 2019 archive 2025-07-28

DomainNet is a dataset of common objects in six different domain. All domains include 345 categories (classes) of objects such as Bracelet, plane, bird and cello. The domains include clipart: collection of clipart images; real: photos and real world images; sketch: sketches of specific objects; infograph: infographic images with specific object; painting artistic depictions of objects in the form of paintings and quickdraw: drawings of the worldwide players of game “Quick Draw!”.

Source: What is being transferred in transfer learning? Image Source: http://ai.bu.edu/M3SDA/

HomepageBenchmarksPapers JSON

Benchmarks archive 2025-07-28

All 7 leaderboards whose dataset resolves to this page shown (sort by any header). "First row" is the archive's own first row at snapshot, in the archive's row order; nothing here re-ranks and metric direction is not asserted.

First row (archive order)PaperCode
Domain Generalization DomainNet L2C (CLIP, ViT-L/14) Average Accuracy 67.4 Learning to Adapt Frozen CLIP for Few-Shot Test-Time... chi-chi-zx/L2C 38 Compare
Universal Domain Adaptation DomainNet TASC H-Score 73.28 Target Semantics Clustering via Text Representations for... Sapphire-356/TASC 12 Compare
Domain Adaptation DomainNet SPM Accuracy 71.1 Shuffle PatchMix Augmentation with Confidence-Margin... PrasannaPulakurthi/SPM 4 Compare
Multi-target Domain Adaptation DomainNet MCDA Accuracy 34.5 Class Overwhelms: Mutual Conditional Blended-Target... Pengchengpcx/Class-overwhelms-Mutual-Conditional-Blended-Target-Domain-Adaptation 4 Compare
Unsupervised Domain Adaptation DomainNet SAMB Accuracy 49.8 Semantic-aware Message Broadcasting for Efficient... lixinustc/samb-transformeruda 4 Compare
Partial Domain Adaptation DomainNet AR Accuracy (%) 65.76 Adversarial Reweighting for Partial Domain Adaptation xjtu-xgu/adversarial-reweighting-for-partial-domain-adaptation 3 Compare
Blended-target Domain Adaptation DomainNet MCDA Average Accuracy 34.5 Class Overwhelms: Mutual Conditional Blended-Target... Pengchengpcx/Class-overwhelms-Mutual-Conditional-Blended-Target-Domain-Adaptation 2 Compare

Papers archive 2025-07-28

30 shown of 48 papers with a leaderboard row on this dataset's benchmarks, newest first. The archive's own "papers using this dataset" list was never published, so this is the benchmark-backed subset; the archive's count for this dataset is 753. The Syntology column is from Syntology's graph (read 2026-09-24), stated per sample; it is not part of any archive number.

DateSamples run Syntology
Target Semantics Clustering via Text Representations for Robust Universal Domain Adaptation 1 1 4 Jun 2025 ran 0 of 11 samples (11 unverified)
Shuffle PatchMix Augmentation with Confidence-Margin Weighted Pseudo-Labels for Enhanced Source-Free Domain Adaptation 1 1 30 May 2025 not harvested
Learning to Adapt Frozen CLIP for Few-Shot Test-Time Domain Adaptation 1 2 15 Jan 2025 not harvested
TransAdapter: Vision Transformer for Feature-Centric Unsupervised Domain Adaptation 1 1 5 Dec 2024 not harvested
Adapting to Distribution Shift by Visual Domain Prompt Generation 1 2 5 May 2024 ran 7 of 7 samples (0 unverified; 7 pointer-only for licence)
Soft Prompt Generation for Domain Generalization 1 2 30 Apr 2024 ran 6 of 9 samples (3 unverified)
SF(DA)²: Source-free Domain Adaptation Through the Lens of Data Augmentation 1 1 16 Mar 2024 ran 1 of 5 samples (4 unverified; 5 pointer-only for licence)
LEAD: Learning Decomposition for Source-free Universal Domain Adaptation 2 1 6 Mar 2024 ran 9 of 11 samples (2 unverified; 9 pointer-only for licence)
Rethinking Multi-domain Generalization with A General Learning Objective 2 4 29 Feb 2024 not harvested
Combining inherent knowledge of vision-language models with unsupervised domain adaptation through strong-weak guidance 1 1 7 Dec 2023 not harvested
Domain Generalization Using Large Pretrained Models with Mixture-of-Adapters 1 1 17 Oct 2023 not harvested
Towards Unified and Effective Domain Generalization 1 1 16 Oct 2023 not harvested
Leveraging Vision-Language Models for Improving Domain Generalization in Image Classification 1 1 12 Oct 2023 ran 12 of 15 samples (3 unverified)
PromptStyler: Prompt-driven Style Generation for Source-free Domain Generalization 1 3 27 Jul 2023 ran 0 of 1 samples (1 unverified)
POEM: Polarization of Embeddings for Domain-Invariant Representations 1 1 22 May 2023 ran 9 of 12 samples (3 unverified)
SIMPLE: Specialized Model-Sample Matching for Domain Generalization 1 2 1 May 2023 not harvested
Universal Domain Adaptation via Compressive Attention Matching 0 1 24 Apr 2023 not harvested
Patch-Mix Transformer for Unsupervised Domain Adaptation: A Game Perspective 0 2 23 Mar 2023 not harvested
Upcycling Models under Domain and Category Shift 3 1 13 Mar 2023 not harvested
Class Overwhelms: Mutual Conditional Blended-Target Domain Adaptation 1 2 3 Feb 2023 ran 0 of 4 samples (4 unverified)
PADCLIP: Pseudo-labeling with Adaptive Debiasing in CLIP for Unsupervised Domain Adaptation 0 1 1 Jan 2023 not harvested
Boosting Novel Category Discovery Over Domains with Soft Contrastive Learning and All in One Classifier 1 1 1 Jan 2023 not harvested
Semantic-aware Message Broadcasting for Efficient Unsupervised Domain Adaptation 1 1 6 Dec 2022 not harvested
Context-Aware Robust Fine-Tuning 0 1 29 Nov 2022 not harvested
Unified Optimal Transport Framework for Universal Domain Adaptation 1 1 31 Oct 2022 ran 1 of 3 samples (2 unverified)
Meta-DMoE: Adapting to Domain Shift by Meta-Distillation from Mixture-of-Experts 1 1 8 Oct 2022 ran 0 of 7 samples (7 unverified)
Sparse Mixture-of-Experts are Domain Generalizable Learners 2 2 8 Jun 2022 ran 7 of 14 samples (7 unverified; 14 pointer-only for licence)
Dynamic Domain Generalization 1 1 27 May 2022 ran 1 of 1 samples (0 unverified; 1 pointer-only for licence)
CADG: A Model Based on Cross Attention for Domain Generalization 0 1 31 Mar 2022 not harvested
Domain Generalization by Mutual-Information Regularization with Pre-trained Models 1 2 21 Mar 2022 ran 11 of 13 samples (2 unverified)

The full list of 48 is in the JSON twin.

Dataset loaders archive 2025-07-28

docs.activeloop.ai/datasets/domainnet-datasetactiveloopai/Hubtfpytorch
www.tensorflow.org/datasets/catalog/domainnettensorflow/datasetstfpytorchjax

2 loaders as listed in the archive; links are outbound and not re-checked here.

Tasks archive 2025-07-28

Domain AdaptationUnsupervised Domain AdaptationDomain GeneralizationMulti-Source Unsupervised Domain AdaptationPartial Domain AdaptationUniversal Domain AdaptationMulti-target Domain AdaptationBlended-target Domain AdaptationUnsupervised Continual Domain Shift LearningZero-Shot Learning + Domain Generalization

License archive 2025-07-28

Custom (research-only, non-commercial)

Modalities archive 2025-07-28

Images

Languages archive 2025-07-28

No language tagged.

Variants archive 2025-07-28

  • DomainNet

1 variant name, as the archive lists them.

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