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 | MS COCO 300 images subset (test) | 20 | Feb 26, 2026 | ||
| 5-way Few-shot Image Classification | FC100 | 20 | Feb 26, 2026 | ||
| Image Classification | General-ImageNet | 20 | Feb 27, 2026 | ||
| Image Classification | Animals | 20 | Feb 26, 2026 | ||
| Image Classification | Cifar-10 (test) | 20 | Feb 26, 2026 | ||
| Image Classification | MNIST ViT-Lite variant (test) | 20 | Feb 26, 2026 | ||
| Federated Image Classification | Fashion-MNIST (test) | 20 | Feb 26, 2026 | ||
| Classification | TinyImageNet | 20 | May 18, 2026 | ||
| Image Classification | VLCS DomainBed suite (test) | 20 | Feb 26, 2026 | ||
| Image Classification | PACS DomainBed suite (test) | 20 | Feb 26, 2026 | ||
| Image Classification | ImageNet (test) | 20 | Feb 26, 2026 | ||
| Image Classification | ImageNet | 20 | Feb 26, 2026 | ||
| Image Classification | Entity-30 OOD | 20 | Feb 26, 2026 | ||
| Image Classification | Entity-30 ID | 20 | Feb 26, 2026 | ||
| Image Classification | CIFAR-10 (test) | 20 | Feb 26, 2026 | ||
| Image Classification | ImageNet and its cross-domain variants (ImageNetV2, ImageNet-S, ImageNet-A, ImageNet-R) (test) | 20 | Apr 23, 2026 | ||
| Image Classification | ImageNet V2 A Sketch ObjNet R | 20 | Feb 26, 2026 | ||
| Image Classification | CIFAR-10 Instance-Dependent Noise 40% (test) | 20 | Mar 19, 2026 | ||
| Image Classification | CIFAR-10 Instance-Dependent Noise 20% (test) | 20 | Mar 19, 2026 | ||
| Image Classification | CIFAR-10 rho=100 long-tailed (test) | 20 | Feb 26, 2026 | ||
| Image Classification | CIFAR-10 | 20 | Feb 26, 2026 | ||
| Satellite Image Classification | EuroSAT | 20 | Apr 14, 2026 | ||
| Fine-Grained Image Classification | Flowers 102 | 20 | Apr 7, 2026 | ||
| Fine-Grained Image Classification | Oxford Pets | 20 | Jun 2, 2026 | ||
| Image Classification | PathMNIST (test) | 20 | Jun 12, 2026 |