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Domain Adaptation datasets

archive 2025-07-28

96 datasets carry the task tag "Domain Adaptation" (the task itself: Domain Adaptation), ordered by the archive's paper count. Page 1 of 2: 48 shown of 96. Facet routes are this site's own (the archive records the tag string, not a page).

The archive holds 12,214 dataset rows; 12,172 are listed. 6 are withheld from every listing and count here as vandalised before snapshot (6 with contact-centre spam in the title, 0 with a spam description on a row that has no homepage, no paper and no papers counted; none with more than 1 paper, 0 with a benchmark), listed in withheld.json; 1 listed row carries a vandalised description, withheld on its page. This gate never withholds a row with a homepage or a paper that resolves, and a clean description; the content rules below withhold a row whose name is spam whatever else it carries. The gate is a phrase list: these are the rows it caught, not a claim that the rest is clean. Before that gate, the site's content rules withhold 36 more rows (invite-code, gambling, travel-booking, contact-centre and similar spam in the name or on a row with nothing real behind it); they have no page and are listed in withheld.json.

Domain Adaptation datasets 1–48 of 96

MNIST

The MNIST database (Modified National Institute of Standards and Technology database) is a large collection of handwritten digits.

Images Image Classification Speech Recognition Question Answering Image Generation Text Classification Anomaly Detection+55 tasks

7,651 papers · 44 benchmarks

SVHN (Street View House Numbers)

Street View House Numbers (SVHN) is a digit classification benchmark dataset that contains 600,000 32×32 RGB images of printed digits (from 0 to 9) cropped from pictures of house number plates.

Images Image Classification Anomaly Detection Domain Adaptation Semi-Supervised Image Classification Unsupervised Image Classification Novel Class Discovery+1 tasks

3,406 papers · 12 benchmarks

Office-Home

Office-Home is a benchmark dataset for domain adaptation which contains 4 domains where each domain consists of 65 categories.

Images Domain Adaptation Unsupervised Domain Adaptation Domain Generalization Transfer Learning Multi-Source Unsupervised Domain Adaptation Partial Domain Adaptation+5 tasks

1,074 papers · 11 benchmarks

DomainNet

DomainNet is a dataset of common objects in six different domain.

Images Domain Adaptation Unsupervised Domain Adaptation Domain Generalization Multi-Source Unsupervised Domain Adaptation Partial Domain Adaptation Universal Domain Adaptation+4 tasks

753 papers · 7 benchmarks

PACS (Photo-Art-Cartoon-Sketch)

PACS is an image dataset for domain generalization.

Images Domain Adaptation Unsupervised Domain Adaptation Domain Generalization Source-Free Domain Adaptation Image to sketch recognition Single-Source Domain Generalization+3 tasks

668 papers · 10 benchmarks

Office-31 (Office Dataset)

The Office dataset contains 31 object categories in three domains: Amazon, DSLR and Webcam.

Images Domain Adaptation Unsupervised Domain Adaptation Multi-Source Unsupervised Domain Adaptation Partial Domain Adaptation Universal Domain Adaptation Multi-target Domain Adaptation+3 tasks

643 papers · 7 benchmarks

SYNTHIA (SYNTHetic Collection of Imagery and Annotations)

The SYNTHIA dataset is a synthetic dataset that consists of 9400 multi-viewpoint photo-realistic frames rendered from a virtual city and comes with pixel-level semantic annotations for 13 classes.

Images Semantic Segmentation Domain Adaptation Image-to-Image Translation Unsupervised Domain Adaptation Novel View Synthesis Source-Free Domain Adaptation+2 tasks

538 papers · 10 benchmarks

BDD100K

Datasets drive vision progress, yet existing driving datasets are impoverished in terms of visual content and supported tasks to study multitask learning for autonomous driving.

Videos Image Classification 2D Object Detection Object Detection Semantic Segmentation Domain Adaptation Instance Segmentation+14 tasks

469 papers · 16 benchmarks

USPS

USPS is a digit dataset automatically scanned from envelopes by the U.S.

Images Domain Adaptation Image Clustering Deep Clustering

459 papers · 2 benchmarks

Replica

The Replica Dataset is a dataset of high quality reconstructions of a variety of indoor spaces.

Images 3D Semantic Segmentation Image Generation Domain Adaptation Visual Navigation Scene Generation 3D Open-Vocabulary Instance Segmentation+1 tasks

414 papers · 4 benchmarks

GTA5 (Grand Theft Auto 5)

The GTA5 dataset contains 24966 synthetic images with pixel level semantic annotation.

Images Semantic Segmentation Domain Adaptation Image-to-Image Translation Unsupervised Domain Adaptation Source-Free Domain Adaptation Synthetic-to-Real Translation+1 tasks

412 papers · 7 benchmarks

GTSRB (German Traffic Sign Recognition Benchmark)

The German Traffic Sign Recognition Benchmark (GTSRB) contains 43 classes of traffic signs, split into 39,209 training images and 12,630 test images.

Images Image Classification Domain Adaptation Image Clustering Traffic Sign Recognition

374 papers · 5 benchmarks

ImageNet-Sketch

ImageNet-Sketch data set consists of 50,889 images, approximately 50 images for each of the 1000 ImageNet classes.

Images Image Classification Domain Adaptation Domain Generalization Zero-Shot Transfer Image Classification Data Augmentation

268 papers · 3 benchmarks

Foggy Cityscapes

Foggy Cityscapes is a synthetic foggy dataset which simulates fog on real scenes.

Images Object Detection Domain Adaptation Image-to-Image Translation Unsupervised Domain Adaptation Weakly Supervised Object Detection Foggy Scene Segmentation+1 tasks

249 papers · 7 benchmarks

VisDA-2017

VisDA-2017 is a simulation-to-real dataset for domain adaptation with over 280,000 images across 12 categories in the training, validation and testing domains.

Images Semantic Segmentation Domain Adaptation Unsupervised Domain Adaptation Source-Free Domain Adaptation Partial Domain Adaptation Universal Domain Adaptation+1 tasks

223 papers · 6 benchmarks

OpenSubtitles

OpenSubtitles is collection of multilingual parallel corpora.

Domain Adaptation Machine Translation Language Modelling Dialogue Generation Language Identification

214 papers · 3 benchmarks

MNIST-M

MNIST-M is created by combining MNIST digits with the patches randomly extracted from color photos of BSDS500 as their background.

Images Domain Adaptation

193 papers · 1 benchmark

FSD50K (Freesound Database 50K)

Freesound Dataset 50k (or FSD50K for short) is an open dataset of human-labeled sound events containing 51,197 Freesound clips unequally distributed in 200 classes drawn from the AudioSet Ontology.

Audio Domain Adaptation Audio Classification Contrastive Learning Environmental Sound Classification

155 papers · 2 benchmarks

IDD (Indian Driving Dataset)

IDD is a dataset for road scene understanding in unstructured environments used for semantic segmentation and object detection for autonomous driving.

Images Semantic Segmentation Domain Adaptation Autonomous Driving

98 papers · 1 benchmark

ImageCLEF-DA

The ImageCLEF-DA dataset is a benchmark dataset for ImageCLEF 2014 domain adaptation challenge, which contains three domains: Caltech-256 (C), ImageNet ILSVRC 2012 (I) and Pascal VOC 2012 (P).

Images Domain Adaptation Multi-Source Unsupervised Domain Adaptation Scene Graph Detection Predicate Classification Scene Graph Classification

96 papers · 1 benchmark

VGG Face

The VGG Face dataset is face identity recognition dataset that consists of 2,622 identities.

Images Domain Adaptation Face Recognition Face Verification

94 papers · 0 benchmarks

Sim10k

SIM10k is a synthetic dataset containing 10,000 images, which is rendered from the video game Grand Theft Auto V (GTA5).

Images Domain Adaptation Unsupervised Domain Adaptation

92 papers · 3 benchmarks

ASPEC (Asian Scientific Paper Excerpt Corpus)

ASPEC, Asian Scientific Paper Excerpt Corpus, is constructed by the Japan Science and Technology Agency (JST) in collaboration with the National Institute of Information and Communications Technology (NICT).

Texts Domain Adaptation Machine Translation Low-Resource Neural Machine Translation

87 papers · 0 benchmarks

LoveDA (Remote Sensing Land-Cover Dataset for Domain Adaptive Semantic Segmentation)

Images Semantic Segmentation Domain Adaptation

81 papers · 1 benchmark

MTNT

The Machine Translation of Noisy Text (MTNT) dataset is a Machine Translation dataset that consists of noisy comments on Reddit and professionally sourced translation.

Texts Domain Adaptation Text Generation Machine Translation

52 papers · 0 benchmarks

Synscapes

Synscapes is a synthetic dataset for street scene parsing created using photorealistic rendering techniques, and show state-of-the-art results for training and validation as well as new types of analysis.

Images Object Detection Semantic Segmentation Domain Adaptation Instance Segmentation Image-to-Image Translation

46 papers · 1 benchmark

Amazon Product Data (rithik)

This dataset contains product reviews and metadata from Amazon, including 142.8 million reviews spanning May 1996 - July 2014.

Texts Graphs Text Classification Domain Adaptation Recommendation Systems Stochastic Optimization Wildly Unsupervised Domain Adaptation Topic Classification

41 papers · 5 benchmarks

V2V4Real

V2V4Real is a large-scale real-world multi-modal dataset for V2V perception.

Videos RGB Video LiDAR Domain Adaptation 3D Object Detection

35 papers · 0 benchmarks

LM (LINEMOD)

The LM (Linemod) dataset is a valuable resource introduced by Stefan Hinterstoisser and colleagues in their research on model-based training, detection, and pose estimation of texture-less 3D objects in heavily cluttered scenes¹.

Domain Adaptation 6D Pose Estimation 6D Pose Estimation using RGBD 6D Pose Estimation using RGB

34 papers · 5 benchmarks

ACDC (Adverse Conditions Dataset with Correspondences)

We introduce ACDC, the Adverse Conditions Dataset with Correspondences for training and testing semantic segmentation methods on adverse visual conditions.

Domain Adaptation Unsupervised Semantic Segmentation Domain Generalization Source-Free Domain Adaptation Foggy Scene Segmentation

31 papers · 5 benchmarks

AVD (Active Vision Dataset)

AVD focuses on simulating robotic vision tasks in everyday indoor environments using real imagery.

Images RGB-D Object Detection Domain Adaptation Visual Navigation Scene Generation

29 papers · 1 benchmark

Comic2k

Comic2k is a dataset used for cross-domain object detection which contains 2k comic images with image and instance-level annotations.

Images Object Detection Domain Adaptation Weakly Supervised Object Detection Unsupervised Object Detection Body Detection Object Proposal Generation+1 tasks

29 papers · 4 benchmarks

TechQA (The TechQA Dataset)

Texts Question Answering Domain Adaptation

24 papers · 0 benchmarks

KdConv (Knowledge-driven Conversation)

KdConv is a Chinese multi-domain Knowledge-driven Conversation dataset, grounding the topics in multi-turn conversations to knowledge graphs.

Texts Domain Adaptation Data Augmentation

22 papers · 0 benchmarks

Animal-Pose Dataset

Animal-Pose Dataset is an animal pose dataset to facilitate training and evaluation.

Pose Estimation Domain Adaptation Animal Pose Estimation

21 papers · 1 benchmark

VIDIT (Virtual Image Dataset for Illumination Transfer)

VIDIT is a reference evaluation benchmark and to push forward the development of illumination manipulation methods.

Images Domain Adaptation Image-to-Image Translation Image Relighting SSIM

20 papers · 1 benchmark

Wild-Places

Many existing datasets for lidar place recognition are solely representative of structured urban environments, and have recently been saturated in performance by deep learning based approaches.

3D LiDAR Domain Adaptation 3D Place Recognition Sequential Place Recognition

18 papers · 1 benchmark

JESC (Japanese-English Subtitle Corpus)

Japanese-English Subtitle Corpus is a large Japanese-English parallel corpus covering the underrepresented domain of conversational dialogue.

Texts Domain Adaptation Cross-Lingual Transfer

17 papers · 0 benchmarks

VehicleX

VehicleX is a large-scale synthetic dataset.

Images 3D Domain Adaptation Vehicle Re-Identification Data Augmentation

16 papers · 0 benchmarks

CASIA V2

CASIA V2 is a dataset for forgery classification.

Images Domain Adaptation Image Inpainting Image Manipulation

15 papers · 0 benchmarks

CMU DoG (CMU Document Grounded Conversations Dataset)

This is a document grounded dataset for text conversations.

Texts Domain Adaptation Language Modelling Dialogue Generation

15 papers · 0 benchmarks

CrossNER

CrossNER is a cross-domain NER (Named Entity Recognition) dataset, a fully-labeled collection of NER data spanning over five diverse domains (Politics, Natural Science, Music, Literature, and Artificial Intelligence) with specialized…

Texts Domain Adaptation Named Entity Recognition (NER)Zero-shot Named Entity Recognition (NER)Cross-Domain Named Entity Recognition

15 papers · 1 benchmark

REFUGE Challenge (Retinal Fundus Glaucoma Challenge)

REFUGE Challenge provides a data set of 1200 fundus images with ground truth segmentations and clinical glaucoma labels, currently the largest existing one.

Images Medical Semantic Segmentation Domain Adaptation Optic Disc Segmentation Fovea Detection Optic Disc Detection Optic Cup Segmentation+1 tasks

14 papers · 4 benchmarks

Multilingual Reuters (Multilingual Reuters Collection)

The Multilingual Reuters Collection dataset comprises over 11,000 articles from six classes in five languages, i.e., English (E), French (F), German (G), Italian (I), and Spanish (S).

Texts Domain Adaptation Multiview Clustering Text Categorization

13 papers · 0 benchmarks

Perspectrum

Perspectrum is a dataset of claims, perspectives and evidence, making use of online debate websites to create the initial data collection, and augmenting it using search engines in order to expand and diversify the dataset.

Domain Adaptation Sentiment Analysis Stance Detection Natural Language Understanding

11 papers · 1 benchmark

So2Sat LCZ42

So2Sat LCZ42 consists of local climate zone (LCZ) labels of about half a million Sentinel-1 and Sentinel-2 image patches in 42 urban agglomerations (plus 10 additional smaller areas) across the globe.

Images Image Classification Semantic Segmentation Domain Adaptation

11 papers · 1 benchmark

CropAndWeed

The CropAndWeed dataset is focused on the fine-grained identification of 74 relevant crop and weed species with a strong emphasis on data variability.

Images Object Detection Semantic Segmentation Domain Adaptation Instance Segmentation Fine-Grained Image Classification Panoptic Segmentation+5 tasks

10 papers · 0 benchmarks

Office-Caltech-10

Office-Caltech-10 a standard benchmark for domain adaptation, which consists of Office 10 and Caltech 10 datasets.

Images Domain Adaptation

10 papers · 1 benchmark

Paper counts and descriptions are the archive's, frozen 2025-07-28; no citation counts, no stars, no trending. Sorting by "most cited" or "newest" was a live-site feature the archive does not carry.

Domain Adaptation datasets

Filter 50 task tags shown of 3,717, by dataset count; the full filter by modality, task and language is on /datasets

Domain Adaptation datasets 1–48 of 96