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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
Medical Image ClassificationKvasir (test)bio medicalcomputer vision12Feb 26, 2026
Image ClassificationSemi-iNat 2021 (val)computer vision12Feb 26, 2026
Image ClassificationMNIST (test)computer vision12Feb 26, 2026
Image ClassificationF-MNIST IDN-50% (test)computer vision12Feb 26, 2026
Image ClassificationF-MNIST IDN-40% (test)computer vision12Feb 26, 2026
Image ClassificationF-MNIST IDN-30% (test)computer vision12Feb 26, 2026
Image ClassificationF-MNIST IDN-20% (test)computer vision12Feb 26, 2026
Image ClassificationF-MNIST IDN-10% (test)computer vision12Feb 26, 2026
Image ClassificationFood-101 LTcomputer vision12Feb 26, 2026
Image ClassificationCIFAR-100 Long-tailed Imbalance factor 0.02 (test)computer vision12Feb 26, 2026
Image ClassificationLong-tailed CIFAR-10 Imbalance factor 0.1 (test)computer vision12Feb 26, 2026
Image ClassificationLong-tailed CIFAR-10 Imbalance factor 0.01 (test)computer vision12Feb 26, 2026
Fine-grained Image ClassificationDrink-Bottle (test)computer vision12Feb 26, 2026
Image ClassificationCIFAR-10 (test)computer vision12Feb 26, 2026
Fine-grained Image ClassificationiNaturalist 2018 (test)computer vision12Feb 27, 2026
Image ClassificationCIFAR100 (IM=50) LT (test)computer vision12Feb 26, 2026
Image ClassificationSoyCultivarLocal (test)computer vision12Feb 26, 2026
Image ClassificationCottonCultivar80 (test)computer vision12Feb 26, 2026
Long-tailed Image ClassificationCIFAR-100-LT λ=50 (test)computer vision12Feb 26, 2026
Image ClassificationCIFAR-10-LT λ=50 (test)computer vision12Feb 26, 2026
Image ClassificationImageNet-1K fine-tuning after ImageNet-21K pre-training (test)computer vision12Feb 26, 2026
Few-shot image classificationCIFAR-FS 100 variant (test)computer vision12Feb 26, 2026
Image ClassificationImageNet UnBiased 1kcomputer vision12Feb 26, 2026
Image ClassificationCOCO-Crop (test)computer vision12Feb 26, 2026
Image ClassificationAWA1 (unseen)computer vision12Feb 26, 2026