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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 ClassificationImageFruitcomputer vision56May 21, 2026
Image ClassificationCIFAR-10computer vision56Mar 5, 2026
Image ClassificationCIFAR-10computer vision56Feb 26, 2026
Image ClassificationSATcomputer vision56May 7, 2026
Image Classification11 image datasets CoOp protocol (test)computer vision56Feb 26, 2026
Image ClassificationImageNet-1k 1.0 (val)computer vision56Feb 26, 2026
Image ClassificationCIFAR-100C Level 5 (test)computer vision56Apr 28, 2026
Image ClassificationCIFAR-100-LT Imbalance Factor 100 (test)computer vision56May 12, 2026
Image ClassificationImageNet-C 1.0 (test)computer vision56Jul 7, 2026
Image ClassificationISICcomputer vision56Jun 12, 2026
Image ClassificationOffice-Home (leave-one-domain-out)computer visionImage Classification on Office-Home (Leave-One-Domain-Out) performance trend56Feb 26, 2026
Image ClassificationImbalanced CIFAR-100 (val)computer vision56Feb 26, 2026
Few-shot Image Classificationmini-ImageNet K=20 (test)computer vision56Feb 26, 2026
Image ClassificationImageNet Tinycomputer vision55Jul 7, 2026
Image ClassificationCIFAR-10N ResNet-18 (test)computer vision55Apr 9, 2026
Image ClassificationDomainNet Realcomputer vision55Mar 25, 2026
Image ClassificationCIFAR100computer vision55Mar 25, 2026
Image ClassificationCIFAR-100 LT (IF=100)computer vision55Jul 8, 2026
Image ClassificationImageNet Natural Distribution Shifts suite (ImageNet, ImageNet-A, ImageNet-V2, ImageNet-R, ImageNet-Sketch) (test)computer vision55Jun 30, 2026
Image ClassificationImageNet 1K (test)computer vision55Feb 26, 2026
Image ClassificationCMNIST (test)computer vision55Feb 27, 2026
Image ClassificationImageNet-1k 1.0 (val)computer vision55Feb 26, 2026
Image ClassificationCIFAR10computer vision55Feb 26, 2026
Image ClassificationPlaces205computer visionImage Classification on Places205 performance trend55Feb 27, 2026
Image ClassificationPlaces (val)computer vision55Feb 26, 2026