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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
Pathology Image ClassificationLC25K-All clean (test)computer visionbio medical6Feb 26, 2026
Pathology Image ClassificationNCT100K corrupted (test)computer visionbio medical6Feb 26, 2026
Image ClassificationFlowercomputer vision6Feb 26, 2026
Image ClassificationImageNet (val)computer vision6Feb 26, 2026
Long-tailed Image ClassificationLCCTcomputer vision6Feb 26, 2026
Long-tailed Image ClassificationISIC 2019computer vision6Feb 26, 2026
Image ClassificationTiny ImageNetcomputer vision6Feb 26, 2026
Image ClassificationCIFAR100computer vision6Feb 26, 2026
Medical Image ClassificationSNU-134 Clinicalbio medicalcomputer vision6Feb 26, 2026
Medical Image ClassificationPH2 Dermoscopy 2bio medicalcomputer vision6Feb 26, 2026
Medical Image ClassificationPAD-6 Clinicalbio medicalcomputer vision6Feb 26, 2026
Medical Image ClassificationISIC Dermoscopy 20-2bio medicalcomputer vision6Feb 26, 2026
Medical Image ClassificationHAM-7 Dermoscopybio medicalcomputer vision6Feb 26, 2026
Medical Image ClassificationDAFFODIL Dermoscopy 5bio medicalcomputer vision6Feb 26, 2026
Image ClassificationCIFAR-10 L-2 norm, epsilon=0.5 (test)computer vision6Feb 26, 2026
Image ClassificationSVHN (test)computer vision6Feb 26, 2026
Image ClassificationSVHN standardcomputer vision6Feb 26, 2026
Image ClassificationCIFAR-10 standardcomputer vision6Feb 26, 2026
Image ClassificationCIFAR10 (test)computer vision6Feb 26, 2026
Histopathology image classificationKather19 (test)computer visionbio medical6Feb 26, 2026
Image ClassificationCIFAR10 (test)computer vision6Feb 26, 2026
Image ClassificationBloodMNIST Ccomputer vision6Feb 26, 2026
Image ClassificationPathMNIST-Ccomputer vision6Feb 26, 2026
Image ClassificationTissueMNIST-Ccomputer vision6Feb 26, 2026
Image ClassificationFood101 (10% labels)computer vision6Feb 26, 2026