Office-Home

Dataset Information
Modalities
Images
Introduced
2017
License
Custom (non-commercial research and educational purposes)
Homepage
Official Website
Contents

Overview

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

Variants: Office-Home, Office-Home (RS-UT imbalance)

Associated Benchmarks

This dataset is used in 6 benchmarks:

Recent Benchmark Submissions

Task Model Paper Date
Universal Domain Adaptation TASC Target Semantics Clustering via Text … 2025-06-04
Unsupervised Domain Adaptation TransAdapter-B TransAdapter: Vision Transformer for Feature-Centric … 2024-12-05
Unsupervised Domain Adaptation FFTAT Feature Fusion Transferability Aware Transformer … 2024-11-10
Unsupervised Domain Adaptation EUDA EUDA: An Efficient Unsupervised Domain … 2024-07-31
Domain Adaptation PGA (ViT-L/14) Enhancing Domain Adaptation through Prompt … 2024-06-13
Domain Adaptation PGA (ViT-B/16) Enhancing Domain Adaptation through Prompt … 2024-06-13
Domain Adaptation PGA (RN50) Enhancing Domain Adaptation through Prompt … 2024-06-13
Unsupervised Domain Adaptation ProDe Proxy Denoising for Source-Free Domain … 2024-06-03
Unsupervised Domain Adaptation RCL Empowering Source-Free Domain Adaptation with … 2024-05-28
Domain Adaptation RCL Empowering Source-Free Domain Adaptation with … 2024-05-28
Domain Generalization SPG (CLIP, ResNet-50) Soft Prompt Generation for Domain … 2024-04-30
Domain Generalization SPG (CLIP, ViT-B/16) Soft Prompt Generation for Domain … 2024-04-30
Domain Adaptation CMKD Unsupervised Domain Adaption Harnessing Vision-Language … 2024-04-19
Unsupervised Domain Adaptation ECB (CNN) Learning CNN on ViT: A … 2024-03-27
Universal Domain Adaptation LEAD LEAD: Learning Decomposition for Source-free … 2024-03-06
Domain Generalization GMDG (ResNet-50, SWAD) Rethinking Multi-domain Generalization with A … 2024-02-29
Domain Generalization GMDG (ResNet-50) Rethinking Multi-domain Generalization with A … 2024-02-29
Domain Generalization GMDG (RegNetY-16GF, SWAD) Rethinking Multi-domain Generalization with A … 2024-02-29
Domain Generalization GMDG (RegNetY-16GF) Rethinking Multi-domain Generalization with A … 2024-02-29
Unsupervised Domain Adaptation PDA (CLIP, ResNet-50) Prompt-based Distribution Alignment for Unsupervised … 2023-12-15

Research Papers

Recent papers with results on this dataset:

External Links: