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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 ClassificationMNIST (test)computer vision14Feb 26, 2026
Long-tailed Image ClassificationCIFAR100-LT Backward-LT test distribution IR100 (test)computer vision14Feb 26, 2026
Long-tailed Image ClassificationCIFAR100-LT Forward-LT IR100 (test)computer vision14Feb 26, 2026
Image ClassificationCIFAR10 Splitcomputer vision14Feb 26, 2026
Fine-grained Image ClassificationFlowers (test)computer vision14Feb 26, 2026
Image ClassificationKTH-TIPS2computer vision14Feb 26, 2026
Image ClassificationCOVIDx CRX-2 (1000 samples)computer vision14Feb 26, 2026
Image ClassificationCOVIDx CRX-2 (500 samples)computer vision14Feb 26, 2026
Image ClassificationCOVIDx CRX-2 (100 samples)computer vision14Feb 26, 2026
Image ClassificationCIFAR-100 Long-tailed Imbalance factor 0.01 (test)computer vision14Feb 26, 2026
Image ClassificationImageNet Extreme low-shot 5 images per class 1Kcomputer vision14Feb 27, 2026
Image ClassificationCross-Domain Classification Suite (12 datasets) (test)computer vision14Feb 26, 2026
Image ClassificationCIFAR-10 (test)computer vision14Feb 26, 2026
Image ClassificationCIFAR-10 (test)computer vision14Feb 26, 2026
Image ClassificationCIFAR-10 (test)computer vision14Feb 26, 2026
Image ClassificationImageNetcomputer vision14Feb 26, 2026
Image ClassificationImageNet LT 1.1 (val)computer vision14Feb 26, 2026
Image ClassificationImageNet 1k (val)computer vision14Feb 26, 2026
Image ClassificationCIFAR-100 (test)computer vision14Feb 26, 2026
Image ClassificationCIFAR-10 (test)computer vision14Feb 26, 2026
Image ClassificationVOC 2007computer vision14Feb 26, 2026
Image ClassificationOffice10computer vision14Apr 10, 2026
Image ClassificationWaterbirds Flip (test)computer vision14Feb 26, 2026
Image ClassificationWaterbirds Original (test)computer vision14Feb 26, 2026
Image ClassificationCIFAR-10 DARTS search space (test)computer vision14Feb 26, 2026