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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 4-shotcomputer vision8Feb 26, 2026
Image ClassificationFGVC Aircraft 4-shotcomputer vision8Feb 26, 2026
Image ClassificationUCF101 4-shotcomputer vision8Feb 26, 2026
Image ClassificationCaltech 101 4-shotcomputer vision8Feb 26, 2026
Image ClassificationFlowers102 4-shotcomputer vision8Feb 26, 2026
Image ClassificationDTD 4-shotcomputer vision8Feb 26, 2026
Image ClassificationFood101 4-shotcomputer vision8Feb 26, 2026
Image ClassificationSTL10 downstreamcomputer vision8Feb 26, 2026
Image ClassificationImageNet Robustness 1K A R O Sketch V2computer vision8Feb 26, 2026
Image ClassificationSI Background Challengecomputer vision8Feb 26, 2026
Image ClassificationAvg. of cross-dataset Target multiple (test)computer vision8Feb 26, 2026
Image ClassificationImageNet Source 1k (train)computer vision8Feb 26, 2026
Image ClassificationImageNet 32-100computer vision8Feb 27, 2026
Image ClassificationCIFAR100computer vision8Feb 26, 2026
Medical Image ClassificationCheXpert 13 classes (test)bio medicalcomputer vision8Feb 26, 2026
Medical Image ClassificationMURA 2 classes (test)bio medicalcomputer vision8Feb 26, 2026
Image ClassificationCUB, Oxford-IIIT Pets, Stanford Dogs, NABirds Different Label Spaces (avg across pairs)computer vision8Feb 26, 2026
Image ClassificationDomainNet Same Label Space avg across pairscomputer vision8Feb 26, 2026
Fine-grained Image ClassificationBioCLIP-Rare (BCR)computer vision8Mar 26, 2026
Image ClassificationImageNet Robustness Suite IN-C, C-bar, A, D, Sketch, Drawing, Cartoon, Hard (val)computer vision8Feb 26, 2026
Image ClassificationImageNet 1k (val)computer vision8Feb 26, 2026
Image ClassificationCIFAR100 (train)computer vision8Feb 26, 2026
Image ClassificationFMNIST (train)computer vision8May 12, 2026
Image ClassificationFGVC and VTAB 24 tasks (test)computer vision8Feb 26, 2026
Image ClassificationSVHN (test)computer vision8Feb 26, 2026