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 | CIFAR100 UnSeen-Domain (US) | 52 | Feb 26, 2026 | ||
| Image Classification | CIFAR100 UnLabel-Domain (UL) | 52 | Feb 26, 2026 | ||
| Image Classification | CIFAR100 Labeled-Domain (L) | 52 | Feb 26, 2026 | ||
| Image Classification | CIFAR-20 | 52 | May 18, 2026 | ||
| Image Classification | ImageNet to 10 Target Datasets (Caltech101, OxfordPets, StanfordCars, Flowers102, Food101, FGVCAircraft, SUN397, DTD, EuroSAT, UCF101) (test) | 52 | May 7, 2026 | ||
| Image Classification | ImageNet-Sketch (val) | 52 | Feb 27, 2026 | ||
| Image Classification | CIFAR-10 40% uniform noise (test) | 51 | Mar 19, 2026 | ||
| Image Classification | CIFAR100 10 tasks (test) | 51 | Feb 27, 2026 | ||
| Long-tailed Image Classification | ImageNet-LT | 51 | Jul 8, 2026 | ||
| Image Classification | ImageNet-1K 1.0 (val) | 51 | Jun 30, 2026 | ||
| Image Classification | 14 Tasks Merge | 51 | Feb 26, 2026 | ||
| Image Classification | CIFAR10 (val) | 51 | May 27, 2026 | ||
| Image Classification | SVHN (test) | 51 | Feb 27, 2026 | ||
| Image Classification | ImageNet Robustness Generalization Suite Sketch A R V2 | 51 | May 18, 2026 | ||
| Medical Image Classification | NCT-CRC-HE-100K (test) | 51 | May 12, 2026 | ||
| Image Classification | TinyImageNet 100 tasks (test) | 51 | Feb 27, 2026 | ||
| Image Classification | CIFAR10 5 tasks (test) | 51 | Feb 27, 2026 | ||
| Few-shot Image Classification | DTD | 51 | May 22, 2026 | ||
| Image Classification | ImageNet-1k | 51 | Feb 26, 2026 | ||
| Image Classification | 11 Downstream Classification Datasets (Collection) | 51 | Feb 26, 2026 | ||
| Image Classification | CIFAR-10-LT gamma=100 (test) | 51 | May 29, 2026 | ||
| Image Classification | CIFAR100-C (test) | 51 | Mar 27, 2026 | ||
| Image Classification | CIFAR-100 long-tailed (test) | 51 | Feb 26, 2026 | ||
| Sequential Image Classification | MNIST Sequential (test) | 51 | May 11, 2026 | ||
| Image Classification | CIFAR-10 (train) | 51 | Jun 9, 2026 |