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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 ClassificationFlowerscomputer vision5Feb 26, 2026
Image ClassificationDTDcomputer vision5Feb 26, 2026
Image ClassificationImgNetcomputer vision5Feb 26, 2026
Image ClassificationCaltech101computer vision5Feb 26, 2026
Image ClassificationImageNet variants (Average) v1 (test)computer vision5Feb 26, 2026
Image ClassificationImageNet-Sketch v1 (test)computer vision5Feb 26, 2026
Image ClassificationImageNet-R v1 (test)computer vision5Feb 26, 2026
Image ClassificationImageNet-A v1 (test)computer vision5Feb 26, 2026
Image ClassificationCIFAR-100 (test)computer vision5Feb 26, 2026
Image ClassificationPACS, OfficeHome, DigitsDG, and miniDomainNet target domain 10 labels per classcomputer vision5Feb 26, 2026
Image ClassificationPACS, OfficeHome, DigitsDG, and miniDomainNet target domain 5 labels per classcomputer vision5Feb 26, 2026
Histopathology Image ClassificationMHIST-Ccomputer visionbio medical5Feb 26, 2026
Histopathology Image ClassificationLC25K-Colon-Ccomputer visionbio medical5Feb 26, 2026
Histopathology Image ClassificationLC25K Coloncomputer visionbio medical5Feb 26, 2026
Histopathology Image ClassificationLC25K Lung-Ccomputer visionbio medical5Feb 26, 2026
Histopathology Image ClassificationLC25K Lungcomputer visionbio medical5Feb 26, 2026
Image ClassificationMHIST Corrupted (test)computer vision5Feb 26, 2026
Image ClassificationMHIST Clean (test)computer vision5Feb 26, 2026
Image ClassificationLC25K Colon Corrupted (test)computer vision5Feb 26, 2026
Image ClassificationLC25K Colon Clean (test)computer vision5Feb 26, 2026
Pathology Image ClassificationMHIST corrupted (test)computer visionbio medical5Feb 26, 2026
Pathology Image ClassificationMHIST clean (test)computer visionbio medical5Feb 26, 2026
Pathology Image ClassificationLC25K Colon corrupted (test)computer visionbio medical5Feb 26, 2026
Pathology Image ClassificationLC25K-Colon clean (test)computer visionbio medical5Feb 26, 2026
Image ClassificationCIFAR-10 5% sampling, Poisson Noise, 8-bit Quant. (test)computer vision5Feb 26, 2026