Research
Benchmarks for “image classification”
Compare state-of-the-art methods across the tasks and datasets used to measure AI progress.
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| Task | Dataset | Domain | Trend | Results | Last update |
|---|---|---|---|---|---|
| Few-shot Image Classification | Meta-Dataset (test) | 40 | Feb 26, 2026 | ||
| Image Classification | SVHN-LT (test) | 40 | Feb 26, 2026 | ||
| Image Classification | MNIST-scale (test) | 40 | Feb 26, 2026 | ||
| Image Classification | Rotated-MNIST | 40 | Feb 26, 2026 | ||
| Low-shot Image Classification | ImageNet 1k (val) | 40 | Feb 26, 2026 | ||
| Image Classification | MNIST | 40 | Feb 26, 2026 | ||
| Image Classification | CIFAR-100 (test) | 40 | Feb 26, 2026 | ||
| Image Classification | Tiny-ImageNet Dirichlet alpha=0.1 (test) | 40 | Jul 7, 2026 | ||
| Image Classification | ImageNet-GLT CBL 1k (test) | 40 | Feb 26, 2026 | ||
| Image Classification | CIFAR-10N (Random 3) | 40 | May 21, 2026 | ||
| Image Classification | CIFAR-10N (Random 2) | 40 | May 21, 2026 | ||
| Image Classification | 11 Classification Datasets (ImageNet, SUN397, FGVC Aircraft, EuroSAT, Stanford Cars, Food-101, Oxford-IIIT Pets, Oxford Flowers 102, Caltech101, DTD, UCF101) | 39 | Jul 2, 2026 | ||
| Image Classification | 8 computer vision tasks | 39 | Jun 23, 2026 | ||
| Semi-supervised image classification | CUB200 (10% train) | 39 | May 26, 2026 | ||
| Image Classification Calibration | PACS Photo | 39 | May 22, 2026 | ||
| Image Classification | Oxford-IIIT Pet | 39 | Jun 2, 2026 | ||
| Image Classification | DTD | 39 | Jun 24, 2026 | ||
| Image Classification | DTD | 39 | May 26, 2026 | ||
| Medical Image Classification | CheXpert | 39 | Jun 4, 2026 | ||
| Image Classification | PACS (leave-one-domain-out) | 39 | Jun 19, 2026 | ||
| Image Classification | Tiny ImageNet | 39 | Mar 31, 2026 | ||
| Image Classification | Tiny-ImageNet | 39 | Mar 16, 2026 | ||
| Image Classification | FEMNIST (LEAF) (test) | 39 | Feb 26, 2026 | ||
| Image Classification | ImageNet-Adversarial | 39 | May 29, 2026 | ||
| Image Classification | ImageNet-1k (val) | 39 | Mar 20, 2026 |