Office-31

Office Dataset

Dataset Information
Modalities
Images
Introduced
2010
License
Unknown
Homepage
Official Website
Contents

Overview

The Office dataset contains 31 object categories in three domains: Amazon, DSLR and Webcam. The 31 categories in the dataset consist of objects commonly encountered in office settings, such as keyboards, file cabinets, and laptops. The Amazon domain contains on average 90 images per class and 2817 images in total. As these images were captured from a website of online merchants, they are captured against clean background and at a unified scale. The DSLR domain contains 498 low-noise high resolution images (4288×2848). There are 5 objects per category. Each object was captured from different viewpoints on average 3 times. For Webcam, the 795 images of low resolution (640×480) exhibit significant noise and color as well as white balance artifacts.

Source: Domain Adaptation by Mixture of Alignments of Second- or Higher-Order Scatter Tensors
Image Source: https://www.researchgate.net/publication/310953258

Variants: Office-31

Associated Benchmarks

This dataset is used in 4 benchmarks:

Recent Benchmark Submissions

Task Model Paper Date
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 CMKD Unsupervised Domain Adaption Harnessing Vision-Language … 2024-04-19
Domain Adaptation SFDA2 SF(DA)$^2$: Source-free Domain Adaptation Through … 2024-03-16
Universal Domain Adaptation LEAD LEAD: Learning Decomposition for Source-free … 2024-03-06
Unsupervised Domain Adaptation PDA (CLIP, ViT-B/16) Prompt-based Distribution Alignment for Unsupervised … 2023-12-15
Universal Domain Adaptation MLNet MLNet: Mutual Learning Network with … 2023-12-13
Domain Adaptation GSDE Gradual Source Domain Expansion for … 2023-11-16
Universal Domain Adaptation UniAM Universal Domain Adaptation via Compressive … 2023-04-24
Unsupervised Domain Adaptation CHATTY + MCC CHATTY: Coupled Holistic Adversarial Transport … 2023-04-19
Unsupervised Domain Adaptation PMTrans Patch-Mix Transformer for Unsupervised Domain … 2023-03-23
Domain Adaptation PMTrans Patch-Mix Transformer for Unsupervised Domain … 2023-03-23
Universal Domain Adaptation GLC Upcycling Models under Domain and … 2023-03-13
Multi-target Domain Adaptation MCDA Class Overwhelms: Mutual Conditional Blended-Target … 2023-02-03
Domain Adaptation ELS Free Lunch for Domain Adversarial … 2023-02-01
Universal Domain Adaptation UniOT Unified Optimal Transport Framework for … 2022-10-31
Domain Adaptation SSRT-B (ours) Safe Self-Refinement for Transformer-based Domain … 2022-04-16
Domain Adaptation DALN Reusing the Task-specific Classifier as … 2022-04-08
Domain Adaptation GLOT-DR Global-Local Regularization Via Distributional Robustness 2022-03-01
Universal Domain Adaptation UMAD UMAD: Universal Model Adaptation under … 2021-12-16

Research Papers

Recent papers with results on this dataset:

External Links: