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 |
|---|---|---|---|---|---|
| Image Classification | CIFAR-10 | 6 | Feb 26, 2026 | ||
| Image Classification | MNIST-M unbalanced + flexible + adversarial setting (test) | 6 | Feb 26, 2026 | ||
| Image Classification | PACS unbalanced setting | 6 | Feb 26, 2026 | ||
| Image Classification | DomainNet Real | 6 | Feb 26, 2026 | ||
| Image Classification | CompCars | 6 | Feb 26, 2026 | ||
| Image Classification | Imbalanced CIFAR-100 step, ratio 100 (val) | 6 | Feb 26, 2026 | ||
| Image Classification | Imbalanced CIFAR-100 long-tailed, ratio 100 (val) | 6 | Feb 26, 2026 | ||
| Pathological image classification | TCGA melanoma (test) | 6 | Feb 26, 2026 | ||
| Image Classification | ImageNet 6K | 6 | Feb 26, 2026 | ||
| Image Classification | CIFAR-100 Long-tailed Imbalance 20 (train) | 6 | Feb 26, 2026 | ||
| Image Classification | CIFAR-100 Long-tailed Imbalance 50 (train) | 6 | Feb 26, 2026 | ||
| Image Classification | CIFAR-100 Long-tailed Imbalance 200 (train) | 6 | Feb 26, 2026 | ||
| Few-shot Image Classification | ISIC CDFSL (test) | 6 | Feb 26, 2026 | ||
| Image Classification | InShop (test) | 6 | Feb 26, 2026 | ||
| Image Classification | SOP (test) | 6 | Feb 26, 2026 | ||
| Image Classification | CIFAR-10 Symmetry-80% (test) | 6 | Feb 26, 2026 | ||
| Image Classification | MNIST Asymmetry-40% noise (test) | 6 | Feb 26, 2026 | ||
| Image Classification | MNIST Symmetry-80% noise (test) | 6 | Feb 26, 2026 | ||
| Image Classification | NME Omniglot (meta-test) | 6 | Feb 26, 2026 | ||
| Image Classification | ImageNet (val) | 6 | Feb 26, 2026 | ||
| Image Classification | Rotated MNIST (in-domain) | 6 | Feb 26, 2026 | ||
| Image Classification | CIFAR-FS 5-shot (test) | 6 | Feb 26, 2026 | ||
| Image Classification | CIFAR-FS 1-shot (test) | 6 | Feb 26, 2026 | ||
| Image Classification | VisDA | 6 | Feb 26, 2026 | ||
| Image Classification | CIFAR-10 (val) | 6 | Feb 27, 2026 |