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Benchmarks for “image classification”

Compare state-of-the-art methods across the tasks and datasets used to measure AI progress.

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TaskDatasetDomainTrendResultsLast update
ClassificationCaltech-UCSD Birds (CUB) 5-shot (test)computer visionnlp+315Feb 26, 2026
Image ClassificationImageNet 1K 100K labelscomputer vision15Feb 26, 2026
Image ClassificationTinyImageNet 44 (test)computer vision15Feb 26, 2026
Image ClassificationSTL10 43 (test)computer vision15Feb 26, 2026
Image ClassificationM(CIFAR100-20, F-CelebA)computer vision15Feb 26, 2026
Image ClassificationM(CIFAR100-10, F-CelebA)computer vision15Feb 26, 2026
Image ClassificationShift-MNIST (test)computer vision15Feb 26, 2026
Image ClassificationMini-Imagenet (20-split)computer vision15Feb 26, 2026
Image ClassificationMNIST vectorized (test)computer vision15Feb 26, 2026
Animal species (186 classes). Domains: 324 camera locations.iWildCam-WILDS (val)computer vision15Feb 26, 2026
Image ClassificationImageNet (val)computer vision15Feb 26, 2026
Generalized Few-Shot Image ClassificationMiniImageNet (test)computer vision15Feb 26, 2026
Image ClassificationCIFAR-10computer vision15Feb 26, 2026
Image ClassificationCIFAR-LT-100 Imbalance Factor 20 (test)computer vision15Feb 26, 2026
Image ClassificationCIFAR-LT-100 Imbalance Factor 200 (test)computer vision15Feb 26, 2026
Image ClassificationPascal VOC 2007 (test)computer vision15Feb 26, 2026
Image ClassificationCIFAR10 4,000 labels (train)computer vision15Feb 26, 2026
Image ClassificationSVHN 1,000 labels (train)computer vision15Feb 26, 2026
Image ClassificationCIFAR-100 (test)computer vision15Feb 26, 2026
Image ClassificationCIFAR-100 (test)computer vision15Feb 26, 2026
Image ClassificationWebVision first 50 classes (val)computer vision15Feb 26, 2026
Few-shot Image ClassificationCelebAcomputer vision15Feb 26, 2026
Few-Shot Image ClassificationOmniglot 5-Waycomputer vision15Feb 26, 2026
Image ClassificationMNIST to MNIST-Mcomputer vision15Feb 26, 2026
Image ClassificationImageNet 3-hop splitcomputer vision15Feb 26, 2026