Datasets › Office-Home

Office-Home

Introduced by Hemanth Venkateswara et al. in Deep Hashing Network for Unsupervised Domain Adaptation1 Jan 2017 archive 2025-07-28

Office-Home is a benchmark dataset for domain adaptation which contains 4 domains where each domain consists of 65 categories. The four domains are: Art – artistic images in the form of sketches, paintings, ornamentation, etc.; Clipart – collection of clipart images; Product – images of objects without a background and Real-World – images of objects captured with a regular camera. It contains 15,500 images, with an average of around 70 images per class and a maximum of 99 images in a class.

Source: Multi-component Image Translation for Deep Domain Generalization

Image Source: Wen et al

Homepage Benchmarks Papers JSON

Benchmarks archive 2025-07-28

All 11 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)	Paper	Code
Domain Generalization	Office-Home	MoA (OpenCLIP, ViT-B/16) Average Accuracy 90.6	Domain Generalization Using Large Pretrained Models with...	KU-CVLAB/MoA	45	Compare
Domain Adaptation	Office-Home	SWG Accuracy 92.3	Combining inherent knowledge of vision-language models...	ThomasWestfechtel/SWG	29	Compare
Unsupervised Domain Adaptation	Office-Home	FFTAT Accuracy 91.4	Feature Fusion Transferability Aware Transformer for...	Shawey94/NoisyNN +1	20	Compare
Universal Domain Adaptation	Office-Home	TASC H-Score 89.44	Target Semantics Clustering via Text Representations for...	Sapphire-356/TASC	14	Compare
Partial Domain Adaptation	Office-Home	EvoADA Accuracy (%) 80.2	On Evolving Attention Towards Domain Adaptation	—	11	Compare
Transfer Learning	Office-Home	APCLIP Accuracy 84.2	Domain Prompt Learning for Efficiently Adapting CLIP to...	shogi880/DPLCLIP	5	Compare
Unsupervised Domain Adaptation	Office-Home (RS-UT imbalance)	Implicit Alignment (with MDD) Average Per-Class Accuracy 61.67	Implicit Class-Conditioned Domain Alignment for...	xiangdal/implicit_alignment	5	Compare
Multi-target Domain Adaptation	Office-Home	MCDA Accuracy 71.1	Class Overwhelms: Mutual Conditional Blended-Target...	Pengchengpcx/Class-overwhelms-Mutual-Conditional-Blended-Target-Domain-Adaptation	4	Compare
Blended-target Domain Adaptation	Office-Home	MCDA Average Accuracy 71.1	Class Overwhelms: Mutual Conditional Blended-Target...	Pengchengpcx/Class-overwhelms-Mutual-Conditional-Blended-Target-Domain-Adaptation	2	Compare
cross-domain few-shot learning	Office-Home	DAFOSNET AUROC 54.44±0.29	Domain Adaptive Few-Shot Open-Set Learning	debabratapal7/dafosnet	1	Compare
Open-Set Multi-Target Domain Adaptation	Office-Home	COSMo H-Score 83.04	COSMo: CLIP Talks on Open-Set Multi-Target Domain Adaptation	munish30monga/COSMo	1	Compare

Papers archive 2025-07-28

30 shown of 106 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 1,074. The Syntology column is from Syntology's graph (read 2026-09-24), stated per sample; it is not part of any archive number.

			Date	Samples 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)
TransAdapter: Vision Transformer for Feature-Centric Unsupervised Domain Adaptation	1	1	5 Dec 2024	not harvested
Feature Fusion Transferability Aware Transformer for Unsupervised Domain Adaptation	2	1	10 Nov 2024	not harvested
COSMo: CLIP Talks on Open-Set Multi-Target Domain Adaptation	1	1	31 Aug 2024	not harvested
EUDA: An Efficient Unsupervised Domain Adaptation via Self-Supervised Vision Transformer	1	1	31 Jul 2024	not harvested
Enhancing Domain Adaptation through Prompt Gradient Alignment	1	3	13 Jun 2024	ran 6 of 12 samples (6 unverified; 12 pointer-only for licence)
Proxy Denoising for Source-Free Domain Adaptation	1	1	3 Jun 2024	ran 2 of 3 samples (1 unverified; 3 pointer-only for licence)
Empowering Source-Free Domain Adaptation with MLLM-driven Curriculum Learning	1	2	28 May 2024	not harvested
Soft Prompt Generation for Domain Generalization	1	2	30 Apr 2024	ran 6 of 9 samples (3 unverified)
Unsupervised Domain Adaption Harnessing Vision-Language Pre-training	1	1	19 Apr 2024	not harvested
Learning CNN on ViT: A Hybrid Model to Explicitly Class-specific Boundaries for Domain Adaptation	2	1	27 Mar 2024	not harvested
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
Prompt-based Distribution Alignment for Unsupervised Domain Adaptation	1	2	15 Dec 2023	ran 3 of 4 samples (1 unverified)
MLNet: Mutual Learning Network with Neighborhood Invariance for Universal Domain Adaptation	1	1	13 Dec 2023	ran 1 of 1 samples (0 unverified)
Combining inherent knowledge of vision-language models with unsupervised domain adaptation through strong-weak guidance	1	1	7 Dec 2023	not harvested
Gradual Source Domain Expansion for Unsupervised Domain Adaptation	1	1	16 Nov 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)
Domain Adaptive Few-Shot Open-Set Learning	1	1	22 Sep 2023	not harvested
Weight Averaging Improves Knowledge Distillation under Domain Shift	1	2	20 Sep 2023	not harvested
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
CHATTY: Coupled Holistic Adversarial Transport Terms with Yield for Unsupervised Domain Adaptation	0	1	19 Apr 2023	not harvested
VNE: An Effective Method for Improving Deep Representation by Manipulating Eigenvalue Distribution	1	1	4 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

The full list of 106 is in the JSON twin.

Dataset loaders archive 2025-07-28

docs.activeloop.ai/datasets/office-home-dataset activeloopai/Hubtfpytorch

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

Tasks archive 2025-07-28

Domain Adaptation Unsupervised Domain Adaptation Domain Generalization Transfer Learning Multi-Source Unsupervised Domain Adaptation Partial Domain Adaptation Universal Domain Adaptation Multi-target Domain Adaptation Blended-target Domain Adaptation Open-Set Multi-Target Domain Adaptation cross-domain few-shot learning

License archive 2025-07-28

Custom (non-commercial research and educational purposes)

Modalities archive 2025-07-28

Images

Languages archive 2025-07-28

No language tagged.

Variants archive 2025-07-28

Office-Home
Office-Home (RS-UT imbalance)

2 variant names, as the archive lists them.

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