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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 Abrupt Shift (test)computer vision5Jun 4, 2026
Image ClassificationCIFAR-100 (test)computer vision5Jun 1, 2026
Image ClassificationCIFAR-10 (test)computer vision5Jun 1, 2026
Image ClassificationContinual Multimodal Retrieval Benchmark (test)computer vision5Jun 1, 2026
Medical Image ClassificationPneumoniaMNIST (test)bio medicalcomputer vision5Jun 1, 2026
Image ClassificationOffice-Home OOD (test)computer vision5Jun 1, 2026
Image ClassificationOffice-Home ID (test)computer vision5Jun 1, 2026
Image ClassificationImageNet-1K Only One 56computer vision5Jun 1, 2026
Image ClassificationImageNet-1K Only One 112computer vision5Jun 1, 2026
Image ClassificationImageNet-1K Block Mask 112computer vision5Jun 1, 2026
Image ClassificationImageNet-1K Patch Mask 0.8computer vision5Jun 1, 2026
Image ClassificationImageNet-1K Patch Mask 0.6computer vision5Jun 1, 2026
Certified Image ClassificationDomainNet (test)computer vision5May 29, 2026
Certified Image ClassificationCelebA (test)computer vision5May 29, 2026
Image ClassificationCelebA (test)computer vision5May 29, 2026
Image ClassificationCMNIST (test)computer vision5May 29, 2026
Image ClassificationCUB-200 OOD (7 withheld species) zero-shot 2011computer vision5May 28, 2026
Image ClassificationCUB-200 193 in-distribution classes 2011 (test)computer vision5May 28, 2026
Image ClassificationImageNet-1K (val)computer vision5May 27, 2026
Zero-shot Image ClassificationDataComp Medium scale 128M sample poolcomputer vision5May 27, 2026
Zero-shot Image Classification and RetrievalDataComp small 10M (train)computer visionretrieval search rag5May 27, 2026
Image ClassificationTiny-ImageNet alpha = 1.0computer vision5May 27, 2026
Image ClassificationTiny-ImageNet alpha = 0.4computer vision5May 27, 2026
Image ClassificationTiny-ImageNet alpha = 0.1computer vision5May 27, 2026
Image ClassificationCIFAR-100 alpha = 1.0computer vision5May 27, 2026