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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-100computer vision7Feb 26, 2026
Image ClassificationCIFAR10-DVS neuromorphic (test)computer vision7Feb 26, 2026
Image ClassificationContrastive Learning Pre-training CorruptEncoder+ Attack (test)computer vision7Feb 26, 2026
Image ClassificationContrastive Learning Pre-training CorruptEncoder Attack (test)computer vision7Feb 26, 2026
Image ClassificationContrastive Learning Pre-training No Attack (test)computer vision7Feb 26, 2026
Image ClassificationColoredMNIST biased scenario (test)computer vision7Feb 26, 2026
Image ClassificationWaterBirds biased scenario (test)computer vision7Feb 26, 2026
Image ClassificationImageNet400 (200+200) 1k-subset (test)computer vision7Feb 26, 2026
Image ClassificationCIFAR10 5+5computer vision7Feb 26, 2026
Image ClassificationCIFAR100-C coarse-grainedcomputer vision7Feb 26, 2026
Image ClassificationDR (APTOS 2019, DDR, IDRiD)computer vision7Feb 26, 2026
Image ClassificationImageNet v2 56 (test)computer vision7Feb 26, 2026
Image ClassificationImageNet ReaL 6 (val)computer vision7Feb 26, 2026
Image ClassificationCADcomputer vision7Feb 27, 2026
Image ClassificationS-ADDcomputer vision7Feb 27, 2026
Image ClassificationImageNet 300 Epochs (val)computer vision7Feb 26, 2026
Image ClassificationTextureMNIST reversed (test)computer vision7Feb 27, 2026
Image ClassificationDecoyMNIST reversed (test)computer vision7Feb 27, 2026
Image ClassificationCIFAR10 (test)computer vision7Feb 26, 2026
Image ClassificationStanfordCars (test)computer vision7Feb 26, 2026
Image ClassificationCIFAR-10 (test)computer vision7Feb 26, 2026
Image ClassificationImageNet IN-1K (val)computer vision7Feb 26, 2026
Image ClassificationCIFAR-20 Class-prior Shift 100 (test)computer vision7Feb 26, 2026
Image ClassificationCIFAR-20 Class-prior Shift 10 (test)computer vision7Feb 26, 2026
Image ClassificationCIFAR-20 Label Noise 0.4 (test)computer vision7Feb 26, 2026