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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 ClassificationStanford Cars few-shotcomputer vision40Jul 8, 2026
Image ClassificationCIFAR-10-C 1 (test)computer vision40Feb 26, 2026
Image ClassificationCIFAR-10 standard (test)computer vision40Feb 26, 2026
Spiking Image ClassificationNMNIST bT=1 (test)computer vision40Feb 26, 2026
ClassificationTissueMNISTcomputer visionnlp+340Jun 23, 2026
Image ClassificationCIFAR100 (test)computer vision40Feb 26, 2026
Image ClassificationCIFAR10 (test)computer vision40Feb 26, 2026
Image ClassificationCIFAR-10 standard (test)computer vision40Feb 26, 2026
Image ClassificationMaskscomputer vision40Feb 26, 2026
Image ClassificationCIFAR-10 (test)computer vision40Feb 26, 2026
Image ClassificationCIFAR-10 (test)computer vision40Feb 26, 2026
Medical Image ClassificationISIC 2018bio medicalcomputer vision40May 27, 2026
Image ClassificationImageNet-1k 1.0 (val)computer vision40Feb 26, 2026
Multi-label Image ClassificationPascal VOC 2007computer vision40Mar 9, 2026
Image ClassificationISEKAI-paircomputer vision40Feb 26, 2026
Image ClassificationISEKAI-10computer vision40Feb 26, 2026
Image ClassificationMNIST (test)computer vision40Feb 26, 2026
Image ClassificationMIT Indoorcomputer vision40Mar 4, 2026
Image ClassificationImageNet 1K (train val)computer vision40May 26, 2026
Fine-grained Image ClassificationAircraft (test)computer vision40Feb 26, 2026
Image ClassificationCross-dataset generalization suite ImageNet to 10 fine-grained datasetscomputer vision40Feb 26, 2026
Image ClassificationImageNet-C 1.0 (val)computer vision40Feb 27, 2026
Image ClassificationCIFAR-10-LT λ=100 (test)computer vision40Apr 10, 2026
Image ClassificationImageNet v1 (val)computer vision40Feb 26, 2026
Image ClassificationImageNet-1K linear evaluation 1.0computer vision40Feb 26, 2026