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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 ClassificationMNIST 1000computer vision7Feb 26, 2026
Image ClassificationILSVRC12 first 50 classes 1.0 (val)computer vision7Feb 26, 2026
Image ClassificationWebVision mini first 50 classes v1 (val)computer vision7Feb 26, 2026
Image ClassificationTiny-Imagenet ε = 36/255 (test)computer vision7Feb 26, 2026
Image ClassificationCIFAR-10 OOD DEEPNETS-1M (test)computer vision7Feb 26, 2026
Image ClassificationCIFAR-10 ID-TEST DEEPNETS-1M (test)computer vision7Feb 26, 2026
Image ClassificationCIFAR-100 (test)computer vision7Feb 26, 2026
Image ClassificationSplitCIFAR-10 (test)computer vision7Feb 26, 2026
Image ClassificationImageNet noise level 125 16H (test)computer vision7Feb 26, 2026
Image ClassificationImageNet noise level 95 16H (test)computer vision7Feb 26, 2026
Multi-label Image ClassificationPascal-VOCcomputer vision7Feb 26, 2026
Image ClassificationCIFAR-10 (test)computer vision7Feb 26, 2026
Image ClassificationCIFAR-10 1000 labels standardcomputer vision7Feb 26, 2026
Image ClassificationMini-ImageNet 10000 labelscomputer vision7Feb 26, 2026
Hyperspectral Image ClassificationSalinas Scene 30% (train)computer vision7Feb 26, 2026
Hyperspectral Image ClassificationUniversity of Pavia 30% (train)computer vision7Feb 26, 2026
Hyperspectral Image ClassificationIndian Pines 30% (train)computer vision7Feb 26, 2026
Hyperspectral Image ClassificationUniversity of Pavia 10% (train)computer vision7Feb 26, 2026
Few-shot Image ClassificationCIFAR-FS (novel)computer vision7Feb 26, 2026
Image ClassificationCIFAR-100 Long-tailed Imbalance 10 (train)computer vision7Feb 26, 2026
Image ClassificationCIFAR-100 Long-tailed Imbalance (train)computer vision7Feb 26, 2026
Image ClassificationTiny ImageNet 2,000 labels (test)computer vision7Feb 26, 2026
Image ClassificationiNaturalist 5089-class 2017 (val)computer vision7Feb 26, 2026
Image ClassificationSrinivasan 2014 (test)computer vision7Feb 26, 2026
Image ClassificationWebVision 2017 (val)computer vision7Feb 26, 2026