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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 ClassificationCIFAR-100 Long-Tailedcomputer vision71May 1, 2026
Image ClassificationCIFAR-10 Long-Tailedcomputer vision71May 1, 2026
Image ClassificationMNISTcomputer vision70May 1, 2026
Image Classificationcifar10computer vision70May 13, 2026
Long-tailed Image ClassificationPlaces-LT 1.0 (Backward-LT)computer vision70Feb 26, 2026
Long-tailed Image ClassificationPlaces Forward-LT 1.0computer vision70Feb 26, 2026
Image ClassificationCIFAR-100 2500 labelscomputer vision70Apr 24, 2026
Sequential Image ClassificationS-MNIST (test)computer visionSequential Image Classification on S-MNIST (test) performance trend70Feb 26, 2026
Image ClassificationImageNet 1000 classes 16computer vision70Feb 26, 2026
Image ClassificationCIFAR10computer vision70Feb 26, 2026
Federated Few-shot Image ClassificationCIFAR10, CIFAR100, EuroSAT, Tiny-ImageNet, OxfordPet, Flower102, Caltech101, Caltech256, Food101 Local classescomputer visiontabular time series69May 28, 2026
Image ClassificationFood101computer vision69May 26, 2026
Few-shot Image ClassificationAggregated image datasetscomputer vision69Apr 20, 2026
Fine-grained Image ClassificationCUB-200 2011 (test)computer vision69May 19, 2026
Few-shot Image Classification11 datasets average CLIP-based (ImageNet, Caltech101, OxfordPets, StanfordCars, Flowers102, Food101, FGVCAircraft, SUN397, DTD, EuroSAT, UCF101)computer vision69Mar 26, 2026
Image ClassificationCIFAR-100 LT (val)computer vision69Feb 26, 2026
Image ClassificationCIFAR-10 synthetic noise (test)computer vision69Feb 26, 2026
Image ClassificationFood-101N (test)computer vision69May 19, 2026
Few-shot Image ClassificationFC100 (test)computer vision69Feb 26, 2026
Image Classificationpermuted MNIST (pMNIST) (test)computer vision69Mar 4, 2026
Image ClassificationMNIST standard (test)computer vision69May 15, 2026
Image ClassificationSVHN 1000 labels (test)computer visionImage Classification on SVHN 1000 labels (test) performance trend69Feb 26, 2026
Hyperspectral Image ClassificationIndian Pinescomputer vision69May 14, 2026
Image ClassificationCaltech101computer vision68May 26, 2026
ClassificationMNIST (test)computer visionnlp+368May 12, 2026