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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 ClassificationICinW 20 datasets 1.0 (test)computer vision36Feb 26, 2026
Image ClassificationCIFAR-100 IF=10 long-tail (test)computer vision36Jun 2, 2026
Image ClassificationImageNet-Sketch (Target)computer visionImage Classification on ImageNet-Sketch (Target) performance trend36Mar 4, 2026
Few-shot Image ClassificationISIC (test)computer vision36Feb 26, 2026
Image ClassificationImageNet fine-tuning originalcomputer vision36Feb 26, 2026
Image ClassificationOmniglot 5-way 1-shot (test)computer vision36Jun 24, 2026
Image ClassificationImageNet-1Kcomputer vision36Mar 4, 2026
Image ClassificationNICO (test)computer vision36Feb 26, 2026
Image ClassificationMini-ImageNet (val)computer vision36Feb 26, 2026
Image ClassificationCIFAR-100 Long-Tailed 1.0 (test)computer vision36Feb 26, 2026
Image ClassificationCIFAR-10 Symmetry-50% noise (test)computer vision36Feb 26, 2026
Image ClassificationMURA Fracturecomputer vision35Jun 30, 2026
Medical Image ClassificationMedical Image Classification 10 datasets avgbio medicalcomputer vision35Jun 23, 2026
Image ClassificationCIFAR-100-LT extreme (R-100) (test)computer vision35Jun 23, 2026
Image ClassificationCIFAR-100-LT mild (R-10) (test)computer vision35Jun 23, 2026
Image ClassificationCIFAR-100computer vision35Jun 23, 2026
Image ClassificationCIFAR-10computer vision35Jun 23, 2026
Image ClassificationFashion MNISTcomputer vision35Jun 11, 2026
Image ClassificationImageNet-C Severity 3 1.0computer vision35Jul 2, 2026
Image ClassificationAggregate of 9 benchmarks (CIFAR10, CIFAR100, EuroSAT, OxfordPet, Flowers102, Food101, SUN397, DTD, Caltech101) Full-datacomputer vision35May 28, 2026
Image ClassificationAggregate of 9 benchmarks (CIFAR10, CIFAR100, EuroSAT, OxfordPet, Flowers102, Food101, SUN397, DTD, Caltech101) Few-shotcomputer vision35May 28, 2026
Image ClassificationDeep-Plant-Diseasecomputer vision35May 1, 2026
Image ClassificationPl@ntNet300K v2computer vision35May 1, 2026
Image ClassificationCIFAR10computer vision35Apr 24, 2026
Image ClassificationCIFAR-10 (test)computer vision35Apr 16, 2026