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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 ClassificationWaterbird (test)computer vision8Feb 26, 2026
Image ClassificationCIFAR10C 90% bias-conflicting ratio, unbiased (test)computer vision8Feb 26, 2026
Image ClassificationCIFAR10C 70% bias-conflicting ratio (test)computer vision8Feb 26, 2026
Image ClassificationCIFAR10C 50% bias-conflicting ratio (test)computer vision8Feb 26, 2026
Image ClassificationCIFAR10C 30% bias-conflicting ratio (test)computer vision8Feb 26, 2026
Image ClassificationCIFAR10C 20% bias-conflicting ratio (test)computer vision8Feb 26, 2026
Medical Image ClassificationDDI (test)bio medicalcomputer vision8Feb 26, 2026
Image ClassificationCIFAR100-LT Imbalance Ratio 200computer vision8Feb 26, 2026
Image ClassificationCIFAR-10 (test)computer vision8Feb 26, 2026
Image ClassificationImage Datasets (CIFAR-100, SVHN, Food-101, Air, Pet, Car)computer vision8Feb 26, 2026
Image ClassificationCIFAR-10 (test)computer vision8Feb 26, 2026
Remote Sensing Image ClassificationFUSRScomputer vision8Feb 26, 2026
Image ClassificationMangoLeafBDcomputer vision8May 1, 2026
Whole Slide Image ClassificationTCGA-NSCLC (five-fold cross-validation)bio medicalcomputer vision8Feb 26, 2026
Whole Slide Image ClassificationTCGA-BRCA (five-fold cross-validation)bio medicalcomputer vision8Feb 26, 2026
Image ClassificationCIFAR100 (test)computer vision8Feb 26, 2026
Image ClassificationImageNet-C Severity 5computer vision8Feb 26, 2026
Image ClassificationImageNet-C Severity 1computer vision8Apr 7, 2026
ClassificationImageNet 1k A V2 R Sketch (test)computer visionnlp+38Feb 26, 2026
Image ClassificationEuroSATcomputer vision8Feb 26, 2026
Image ClassificationImageNet 1% imgs (train val)computer vision8Feb 26, 2026
Image ClassificationImageNet 5 imgs/cls (train val)computer vision8Feb 26, 2026
Image ClassificationImageNet 2 imgs/cls (train/val)computer vision8Feb 26, 2026
Image ClassificationIN-sketchcomputer vision8Feb 26, 2026
Image ClassificationCIFAR-10, CIFAR-100, Caltech-101, Caltech-256 Averagecomputer vision8Feb 26, 2026