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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
Image ClassificationM(EMNIST-20, F-EMNIST) Overallcomputer vision11Feb 26, 2026
Image ClassificationM(EMNIST-10, F-EMNIST)computer vision11Feb 26, 2026
Image ClassificationImageNet (val)computer vision11Feb 26, 2026
Image ClassificationVisDA-C 12->6computer vision11Feb 26, 2026
Image ClassificationFlowers (test)computer vision11Feb 26, 2026
Image ClassificationImageNet 1% labels 1k (train)computer vision11Feb 26, 2026
Image ClassificationImageNet (val)computer vision11Feb 26, 2026
Few-shot image classificationISICcomputer vision11Feb 26, 2026
Few-shot image classificationEuroSATcomputer vision11Feb 26, 2026
Image ClassificationCIFAR-100 (test)computer vision11Feb 26, 2026
Image ClassificationCIFAR-10 (test)computer vision11Feb 26, 2026
Image ClassificationCIFAR-FS 1-shotcomputer vision11Feb 26, 2026
Image ClassificationCIFAR-10 (test)computer vision11Feb 26, 2026
Image ClassificationInst. CIFAR100 (test)computer vision11Feb 26, 2026
Image ClassificationInst. CIFAR10 (test)computer vision11Feb 26, 2026
Image ClassificationCIFAR-100 clean (test)computer vision11Feb 26, 2026
Image ClassificationCIFAR-10 clean (test)computer vision11Feb 26, 2026
Image ClassificationImageCLEF standard (test)computer vision11Feb 26, 2026
Image ClassificationMNIST original unenhanced (test)computer vision11Feb 26, 2026
Image ClassificationCIFAR-LT-100 Imbalance ratio 10 (test)computer vision11Feb 26, 2026
Image ClassificationCIFAR-LT-100 Imbalance ratio 100 (test)computer vision11Feb 26, 2026
Image ClassificationCIFAR-LT Imbalance ratio 10 (test)computer vision11Feb 26, 2026
Image ClassificationImageNet (test)computer vision11Feb 26, 2026
N-way K-shot Image ClassificationOmniglot (test)computer vision11Feb 26, 2026
Image ClassificationImageNet 10% labels (test)computer vision11Feb 26, 2026