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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 ClassificationImageNet HRcomputer vision17Mar 4, 2026
Image ClassificationCIFAR-10computer vision17Feb 27, 2026
Image ClassificationCIFAR-10 (test)computer vision17Feb 26, 2026
Image ClassificationImageNet-1K Regular (val)computer vision17Feb 26, 2026
Image ClassificationCIFAR10-ST (test)computer vision17Feb 26, 2026
Image ClassificationImageNet OOD (Avg of V2, R, Sketch, A, and ObjectNet) 1.0 (test)computer vision17Feb 26, 2026
Image ClassificationEuroSATcomputer vision17Apr 23, 2026
Image ClassificationTinyImageNetcomputer vision17Feb 27, 2026
Image ClassificationTea leaf disease dataset (test)computer vision17Apr 10, 2026
Image ClassificationImageNet & Variantscomputer vision17Mar 5, 2026
Image ClassificationCIFAR80N-O Asym-40% (test)computer vision17Feb 26, 2026
Image ClassificationCIFAR80N-O Sym-80% (test)computer vision17Feb 26, 2026
Image ClassificationCIFAR80N-O Sym-50% (test)computer vision17Feb 26, 2026
Image ClassificationCIFAR80N-O Sym-20% (test)computer vision17Feb 26, 2026
Image ClassificationClassical SSL Benchmarks Overall (aggregated)computer vision17Feb 26, 2026
Image ClassificationSTL-10 250 labelscomputer vision17Feb 26, 2026
Image ClassificationFEMNIST C=10 original (test)computer vision17Jun 4, 2026
Image Classification11 Classification Datasets Average 8-shotcomputer vision17Mar 18, 2026
Image Classification13-Dataset Image Classification Suite (IN-1K, Caltech, Cars, CUB, DTD, ESAT, FGVC, FLO, Food, Pets, Places, SUN, UCF) (test)computer vision17Feb 26, 2026
Event-based Image ClassificationDVS CIFAR10 (test)computer vision17Feb 26, 2026
Image ClassificationImageNet 1K (val)computer vision17Feb 26, 2026
Image ClassificationMHISTcomputer vision17Apr 20, 2026
Image ClassificationCMNIST 0.5% bias ratio unbiased (test)computer vision17Feb 26, 2026
Multi-channel Image ClassificationSo2Sat Full channels (test)computer vision17Mar 17, 2026
Long-tailed Image ClassificationiNat (val test)computer vision17Feb 26, 2026