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 (test) | 10 | May 1, 2026 | ||
| Image Classification | CIFAR-100 | 10 | Apr 30, 2026 | ||
| Hyperspectral Image Classification | Gulfport of Mississippi | 10 | Apr 30, 2026 | ||
| Hyperspectral Image Classification | Xuzhou | 10 | Apr 30, 2026 | ||
| Image Classification | DomainNet 126 classes (test) | 10 | Apr 30, 2026 | ||
| Medical Image Classification | PathMNIST 40% Noise | 10 | Apr 28, 2026 | ||
| Medical Image Classification | PathMNIST 20% Noise | 10 | Apr 28, 2026 | ||
| Medical Image Classification | PathMNIST 0% Noise | 10 | Apr 28, 2026 | ||
| Medical Image Classification | DermaMNIST 40% Noise | 10 | Apr 28, 2026 | ||
| Medical Image Classification | DermaMNIST 20% Noise | 10 | Apr 28, 2026 | ||
| Medical Image Classification | DermaMNIST 0% Noise | 10 | Apr 28, 2026 | ||
| Image Classification | 11 Fine-grained classification datasets (Food, CIFAR-10, CIFAR-100, SUN397, Stanford Cars, FGVC Aircraft, DTD, Oxford-IIIT Pets, Caltech-101, Oxford Flowers-102, CUB-200-2011) 1.0 (test) | 10 | Apr 28, 2026 | ||
| Image Classification | FedISIC (Natural split) | 10 | May 20, 2026 | ||
| Image Classification | SVHN | 10 | Apr 27, 2026 | ||
| Image Classification | GTSRB 31 (test) | 10 | Apr 24, 2026 | ||
| Image Classification | SVHN Dt (test) | 10 | Apr 23, 2026 | ||
| Image Classification | SVHN (retained set D\Du) | 10 | Apr 23, 2026 | ||
| Image Classification | SVHN (unlearned set Du) | 10 | Apr 23, 2026 | ||
| Image Classification | CIFAR-10 (retained set D\Du) | 10 | Apr 23, 2026 | ||
| Image Classification | CIFAR-10 (unlearned set Du) | 10 | Apr 23, 2026 | ||
| Image Classification | MNIST (retained set D\Du) | 10 | Apr 23, 2026 | ||
| Image Classification | MNIST (unlearned set Du) | 10 | Apr 23, 2026 | ||
| Medical Image Classification | BloodMNIST | 10 | Apr 21, 2026 | ||
| Image-Based Classification | CelebA | 10 | Apr 21, 2026 | ||
| Image Classification | CIFAR-10 | 10 | Apr 14, 2026 |