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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 ClassificationImageNet 50% labelscomputer vision7Feb 26, 2026
Image ClassificationCIFAR-100computer vision7Feb 26, 2026
Image ClassificationVisDA 2017 (Real)computer vision7Feb 26, 2026
Image ClassificationTiny-ImageNet (beta=0.1)computer vision7Feb 26, 2026
Image ClassificationTiny-ImageNet (beta=0.3)computer vision7Feb 26, 2026
Image ClassificationCIFAR-100 (beta=0.1)computer vision7Feb 26, 2026
Image ClassificationCIFAR-100 beta=0.3computer vision7Feb 26, 2026
Image ClassificationImageNet (test)computer vision7Feb 26, 2026
Remote-Sensing Image ClassificationMLRSNet-OV GZSLcomputer vision7Feb 26, 2026
Remote-Sensing Image ClassificationMultiScene-OV GZSLcomputer vision7Feb 26, 2026
Image ClassificationCaltcomputer vision7Feb 26, 2026
Image ClassificationSUNcomputer vision7Feb 26, 2026
Image ClassificationFoodcomputer vision7Feb 26, 2026
Image ClassificationINetcomputer vision7Feb 26, 2026
Image ClassificationCIFAR100 10-10computer vision7Feb 26, 2026
Image ClassificationImageYellow 128x128 (test)computer vision7Feb 26, 2026
Medical Image ClassificationFGADR Kaggle-EyePACS (test)bio medicalcomputer vision7Feb 26, 2026
Medical Image ClassificationAPTOS Kaggle-EyePACS 2019 (test)bio medicalcomputer vision7Feb 26, 2026
Natural Image ClassificationANIMAL10N Real-world noisy labels (test)computer vision7Feb 26, 2026
Natural Image ClassificationCIFAR10 Symmetric noise 80% (test)computer vision7Feb 26, 2026
Image ClassificationImageNetcomputer vision7Feb 26, 2026
Image ClassificationImageNet-1K (val)computer vision7Feb 26, 2026
Medical Image ClassificationSkin Lesion Standard Datasetsbio medicalcomputer vision7Feb 26, 2026
Medical Image ClassificationChest X-ray Standard Datasetsbio medicalcomputer vision7Feb 26, 2026
Medical Image ClassificationSkin Lesion Datasets Combined (test)bio medicalcomputer vision7Feb 26, 2026