Home › Datasets › task › Domain Adaptation

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 2 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 49–96 of 96

Adaptiope

Adaptiope is a domain adaptation dataset with 123 classes in the three domains synthetic, product and real life.

Images Domain Adaptation Unsupervised Domain Adaptation

9 papers · 0 benchmarks

Mindboggle

Mindboggle is a large publicly available dataset of manually labeled brain MRI.

Graphs 3D Medical Domain Adaptation Graph Matching Graph Learning

9 papers · 0 benchmarks

COVIDGR

Under a close collaboration with an expert radiologist team of the Hospital Universitario San Cecilio, the COVIDGR-1.0 dataset of patients' anonymized X-ray images has been built.

Images Medical Domain Adaptation Medical Image Classification COVID-19 Diagnosis

8 papers · 2 benchmarks

Cross-Dataset Testbed

The Cross-dataset Testbed is a Decaf7 based cross-dataset image classification dataset, which contains 40 categories of images from 3 domains: 3,847 images in Caltech256, 4,000 images in ImageNet, and 2,626 images for SUN.

Images Domain Adaptation Unsupervised Domain Adaptation

7 papers · 0 benchmarks

Modern Office-31

Modern Office-31 is a refurbished version of the commonly used Office-31 dataset.

Images Domain Adaptation Unsupervised Domain Adaptation

6 papers · 0 benchmarks

OOD-CV (Out Of Distribution Generalization in Computer Vision)

Enhancing the robustness of vision algorithms in real-world scenarios is challenging.

Images 3D Image Classification Domain Adaptation Unsupervised Domain Adaptation 3D Pose Estimation

6 papers · 1 benchmark

PLABA (Plain Language Adaptation of Biomedical Abstracts)

Plain Language Adaptation of Biomedical Abstracts (PLABA) is a dataset designed for automatic adaptation that is both document- and sentence-aligned.

Texts Biomedical Domain Adaptation

6 papers · 0 benchmarks

Illness-dataset (Illness multi-domain textual dataset)

A dataset for evaluating text classification, domain adaptation, and active learning models.

Texts Text Classification Domain Adaptation Active Learning

5 papers · 0 benchmarks

Libri-Adapt

Libri-Adapt aims to support unsupervised domain adaptation research on speech recognition models.

Speech Speech Recognition Domain Adaptation Unsupervised Domain Adaptation Cross-environment ASR Cross-device ASR

5 papers · 0 benchmarks

NLPeer

NLPeer is a multidomain corpus of more than 5k papers and 11k review reports from five different venues.

Texts Domain Adaptation

5 papers · 0 benchmarks

PKU-Reid

This dataset contains 114 individuals including 1824 images captured from two disjoint camera views.

Images Domain Adaptation Image Retrieval Person Re-Identification Unsupervised Domain Adaptation

5 papers · 1 benchmark

RoCoG-v2 (Robot Control Gestures)

RoCoG-v2 (Robot Control Gestures) is a dataset intended to support the study of synthetic-to-real and ground-to-air video domain adaptation.

Videos Action Recognition Domain Adaptation Unsupervised Domain Adaptation Video Domain Adapation

5 papers · 1 benchmark

Sims4Action

The Sims4Action Dataset: a videogame-based dataset for Synthetic→Real domain adaptation for human activity recognition.

Videos Actions Activity Recognition Domain Adaptation Unsupervised Domain Adaptation Action Classification Domain Generalization Transfer Learning+1 tasks

5 papers · 0 benchmarks

CARLANE Benchmark

Unsupervised Domain Adaptation demonstrates great potential to mitigate domain shifts by transferring models from labeled source domains to unlabeled target domains.

Images Domain Adaptation 2D Semantic Segmentation Transfer Learning Lane Detection Autonomous Driving Self-Supervised Learning+1 tasks

4 papers · 3 benchmarks

CocoDoom

CocoDoom is a collection of pre-recorded data extracted from Doom gaming sessions along with annotations in the MS Coco format.

Images Domain Adaptation Depth Estimation Object Proposal Generation

4 papers · 0 benchmarks

FLAIR (French Land cover from Aerospace ImageRy)

The French National Institute of Geographical and Forest Information (IGN) has the mission to document and measure land-cover on French territory and provides referential geographical datasets, including high-resolution aerial images and…

Semantic Segmentation Domain Adaptation

4 papers · 1 benchmark

Human-Animal-Cartoon

Human-Animal-Cartoon (HAC) dataset consists of seven actions (‘sleeping’, ‘watching tv’, ‘eating’, ‘drinking’, ‘swimming’, ‘running’, and ‘opening door’) performed by humans, animals, and cartoon figures, forming three different domains.

Videos Audio Domain Adaptation Domain Generalization Video Domain Adapation

4 papers · 0 benchmarks

NHA12D (A New Pavement Crack Dataset)

NHA12D is an annotated pavement crack dataset that contains images with different viewpoints and pavements types.

Images Domain Adaptation

4 papers · 0 benchmarks

All-day CityScapes

We design an all-day semantic segmentation benchmark all-day CityScapes.

Images Semantic Segmentation Domain Adaptation Domain Generalization Universal Domain Adaptation All-day Semantic Segmentation

3 papers · 1 benchmark

Five-Billion-Pixels

The Five-Billion-Pixels dataset contains more than 5 billion labeled pixels of 150 high-resolution Gaofen-2 (4 m) satellite images, annotated in a 24-category system covering artificial-constructed, agricultural, and natural classes.

Images Semantic Segmentation Domain Adaptation Unsupervised Domain Adaptation The Semantic Segmentation Of Remote Sensing Imagery Segmentation Of Remote Sensing Imagery

3 papers · 0 benchmarks

Long-term visual localization

Long-term visual localization provides a benchmark datasets aimed at evaluating 6 DoF pose estimation accuracy over large appearance variations caused by changes in seasonal (summer, winter, spring, etc.) and illumination (dawn, day,…

Domain Adaptation Autonomous Driving Visual Localization

3 papers · 0 benchmarks

Stanceosaurus

Stanceosaurus is a corpus of 28,033 tweets in English, Hindi, and Arabic annotated with stance towards 251 misinformation claims.

Texts Domain Adaptation Fact Checking Misinformation

3 papers · 0 benchmarks

ThirdToFirst

Two datasets (synthetic and natural/real) containing simultaneously recorded egocentric and exocentric videos.

Domain Adaptation Optical Flow Estimation

3 papers · 0 benchmarks

Youtubean

Youtbean is a dataset created from closed captions of YouTube product review videos.

Texts Domain Adaptation Sentiment Analysis Opinion Mining

3 papers · 0 benchmarks

Cumulo

A benchmark dataset for training and evaluating global cloud classification models.

Semantic Segmentation Domain Adaptation

2 papers · 0 benchmarks

DAPlankton

The DAPlankton dataset consists of over 110k expert-labeled plankton images.

Images Domain Adaptation Fine-Grained Image Recognition

2 papers · 0 benchmarks

Digital twin-supported deep learning for fault diagnosis

This is a dataset used to test deep learning-supported deep learning for fault diagnosis: - A digital twin model for a robot.

Time series Classification Domain Adaptation Transfer Learning Fault Diagnosis

2 papers · 1 benchmark

LeukemiaAttri

The LeukemiaAttri dataset is a large-scale, multi-domain collection of microscopy images derived from leukemia patient samples, enriched with detailed morphological information.

Images Biology Biomedical Medical Object Detection Domain Adaptation Weakly Supervised Object Detection Object Counting Unsupervised Object Detection Cancer type classification+1 tasks

2 papers · 2 benchmarks

MSDA (Multi-source domain adaptation dataset for text recognition)

5 domains: synthetic domain, document domain, street view domain, handwritten domain, and car license domain over five million images

Images Texts Object Detection Domain Adaptation Unsupervised Domain Adaptation Optical Character Recognition (OCR)Scene Text Recognition License Plate Detection

2 papers · 2 benchmarks

Mila Simulated Floods

Mila Simulated Floods Dataset is a 1.5 square km virtual world using the Unity3D game engine including urban, suburban and rural areas.

Images RGB-D Semantic Segmentation Domain Adaptation Image-to-Image Translation Depth Estimation Scene Segmentation

2 papers · 1 benchmark

Pano3D

Pano3D is a new benchmark for depth estimation from spherical panoramas.

Images 3D Point cloud RGB-D Domain Adaptation Depth Estimation Out-of-Distribution Detection 3D Reconstruction Surface Normals Estimation 3D Depth Estimation+2 tasks

2 papers · 0 benchmarks

S2RDA

Our proposed Synthetic-to-Real benchmark for more practical visual DA (termed S2RDA) includes two challenging transfer tasks of S2RDA-49 and S2RDA-MS-39.

Images Image Classification Domain Adaptation

2 papers · 0 benchmarks

XL-R2R (Cross-lingual Room-to-Room)

The XL-R2R dataset is built upon the R2R dataset and extends it with Chinese instructions.

Texts Zero-Shot Learning Domain Adaptation Vision-Language Navigation

2 papers · 0 benchmarks

Apron Dataset

The Apron Dataset focuses on training and evaluating classification and detection models for airport-apron logistics.

Images Object Detection Domain Adaptation Fine-Grained Image Classification Scene Understanding Autonomous Driving Small Object Detection+2 tasks

1 paper · 0 benchmarks

Canon RAW Low Light (Canon Camera Low Light RAW Image Dataset)

The goal of this project is to present two new datasets that seek to expand the capability of the Learning to See in the Dark Low-light enhancement CNN for the Canon 6D DSLR, and explore how the network performs when modified in various…

Images Domain Adaptation Image Enhancement Low-Light Image Enhancement

1 paper · 2 benchmarks

DRIFT (Domain-Adaptive Regression for Forest Monitoring)

The DRIFT dataset includes 25k image patches collected in five European countries sourced from aerial and nanosatellite image archives.

Images Hyperspectral images Domain Adaptation regression Satellite Image Classification The Semantic Segmentation Of Remote Sensing Imagery Remote Sensing Image Classification

1 paper · 0 benchmarks

FGraDA (Fine-Grained Domain Adaptation Dataset)

Previous research for adapting a general neural machine translation (NMT) model into a specific domain usually neglects the diversity in translation within the same domain, which is a core problem for domain adaptation in real- world…

Domain Adaptation Machine Translation

1 paper · 0 benchmarks

InfraParis

InfraParis is a novel and versatile dataset supporting multiple tasks across three modalities: RGB, depth, and infrared.

Images RGB-D Stereo RGB Video 2D Object Detection Domain Adaptation 2D Semantic Segmentation Monocular Depth Estimation Thermal Infrared Pedestrian Detection Infrared And Visible Image Fusion

1 paper · 0 benchmarks

LiDAR-CS

LiDAR-CS is a dataset for 3D object detection in real traffic.

LiDAR Object Detection Domain Adaptation 3D Object Detection Autonomous Driving

1 paper · 0 benchmarks

Nikon RAW Low Light (Nikon Camera Low Light RAW Image Dataset)

Dataset release for the BMVC 2021 Paper "Few-Shot Domain Adaptation for Low Light RAW Image Enhancement" Abstract: Enhancing practical low light raw images is a difficult task due to severe noise and color distortions from short exposure…

Images Domain Adaptation Image Enhancement Low-Light Image Enhancement Few-Shot Camera-Adaptive Color Constancy

1 paper · 2 benchmarks

Open MIC (Open Museum Identification Challenge)

Open MIC (Open Museum Identification Challenge) contains photos of exhibits captured in 10 distinct exhibition spaces of several museums which showcase paintings, timepieces, sculptures, glassware, relics, science exhibits, natural history…

Images Domain Adaptation Few-Shot Learning Object Recognition

1 paper · 0 benchmarks

OpenGDA

OpenGDA is a benchmark for evaluating graph domain adaptation models.

Domain Adaptation

1 paper · 0 benchmarks

RWanda Built-up Region Segmentation

We create Rwanda built-up regions dataset, a different and versatile in nature from previously available datasets.

Domain Adaptation 2D Semantic Segmentation

1 paper · 0 benchmarks

SemanticUSL

SemanticUSL is a dataset for domain adaptation for LiDAR point cloud semantic segmentation.

Images Semantic Segmentation Domain Adaptation

1 paper · 0 benchmarks

Synthetic Keystroke

This dataset is a large-scale synthetic dataset to simulate the attack scenario for a keystroke inference attack.

Images Domain Adaptation Inference Attack

1 paper · 0 benchmarks

WMT 2014 Medical (WMT 2014 Medical Translation Task)

The Medical Translation Task of WMT 2014 addresses the problem of domain-specific and genre-specific machine translation.

Texts Medical Domain Adaptation Machine Translation Information Retrieval

1 paper · 0 benchmarks

bladderbatch

Microarray gene expression data on 57 bladder samples from 5 batches.

Domain Adaptation

1 paper · 0 benchmarks

fNIRS2MW (The Tufts fNIRS to Mental Workload Dataset)

The Tufts fNIRS to Mental Workload (fNIRS2MW) open-access dataset is a new dataset for building machine learning classifiers that can consume a short window (30 seconds) of multivariate fNIRS recordings and predict the mental workload…

Time series Domain Adaptation Time Series Classification Domain Generalization Fairness

0 papers · 0 benchmarks

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 49–96 of 96