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TerraIncognita
The TerraIncognita dataset consists of 24,778 samples from four domains: painting, sketch, cartoon, and photo. -
CIFAR-10-C and CIFAR-100-C
CIFAR-10-C and CIFAR-100-C are robustness benchmarks consisting of 19 corruptions types with five levels of severities. -
Towards Unsupervised Domain Generalization
Unsupervised domain generalization (UDG) aims to learn generalizable models with unlabeled data and analyze the effects of pre-training on DG. -
Digits-DG dataset
The Digits-DG dataset contains 4 datasets: MNIST, MNIST-M, SVHN, and SYN. -
OfficeHome dataset
The OfficeHome dataset contains 15,500 images of 65 classes from four domains: Art, Clipart, Product, and Real-World. -
PACS, OfficeHome, and Digits-DG datasets
The dataset used for domain generalization, including PACS, OfficeHome, and Digits-DG datasets. -
PACS dataset
The dataset used in the paper is a large collection of small images, each representing a patch of a jigsaw puzzle. The patches are of the same size and orientation, and the goal... -
Wilds: A Benchmark of In-the-Wild Distribution Shifts
The dataset used in the paper is a collection of images for domain generalization tasks, including CIFAR-10-C, CIFAR-100-C, and Digit-DG. -
Prostate dataset
The Prostate dataset is a diverse collection of T2-weighted MRI prostate images and corresponding masks, spanning six distinct domains. -
PatternNet, RSICD, RESISC45, MLRSNet, EuroSat
The dataset used in the paper is a remote sensing image classification dataset, which includes five optical remote sensing (RS) image classification benchmarks. -
RADAR (Research Data Repository)
Imported
Domain-shift-dataset of defects on metallic surfaces (msd-shift)
TechnicalRemarks: The dataset maps two different surfaces (domains) from mechanical engineering (Surfaces of Ball Screw Drives (BSD); Surface of Metallic Semi-finished Products...