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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 ClassificationCIFAR10 IDN 0.7 (test)computer vision5Feb 26, 2026
Image ClassificationColored MNIST background color, ratio 0.95computer vision5Feb 26, 2026
Image ClassificationColored MNIST background color, ratio 0.98computer vision5Feb 26, 2026
Image ClassificationColored MNIST background color, ratio 0.99computer vision5Feb 26, 2026
Image ClassificationColored MNIST background color, ratio 0.995computer vision5Feb 26, 2026
Medical Image ClassificationRadPath ALL (test)bio medicalcomputer vision5Feb 26, 2026
Image ClassificationStylized ImageNet-100computer vision5Feb 26, 2026
Image ClassificationImageNet-100-C Alternative Corruptionscomputer vision5Feb 26, 2026
Image ClassificationGoogleLandmark (test)computer vision5Feb 26, 2026
Image ClassificationCIFAR-10 (test)computer vision5Feb 26, 2026
Lung Ultrasound Image ClassificationPOCUS (test)computer visionbio medical5Feb 26, 2026
Image ClassificationCIFAR10computer vision5Feb 26, 2026
Image ClassificationCIFAR10-DVS original 128x128 (test)computer vision5Feb 26, 2026
Image ClassificationUCF101 middle framecomputer vision5Feb 26, 2026
Image ClassificationFacial Emotion Recognition 2013computer vision5Feb 26, 2026
Image ClassificationCIFAR-10computer vision5Feb 26, 2026
Image ClassificationImageNet Multilabelcomputer vision5Feb 26, 2026
Image ClassificationVisDA (target)computer vision5Feb 26, 2026
Image ClassificationImageNet-100 small-scale (test)computer vision5Feb 26, 2026
Image ClassificationCIFAR-100 10k (test)computer vision5Feb 26, 2026
Image ClassificationCIFAR-100 2k (test)computer vision5Feb 26, 2026
Image ClassificationWaterBird (I.I.D)computer vision5Feb 26, 2026
Image ClassificationiNaturalist finest sub-category level (full)computer vision5Feb 26, 2026
Image ClassificationDeepFashion super-category level (full)computer vision5Feb 26, 2026
Image ClassificationImageNet finest sub-category level (full)computer vision5Feb 26, 2026