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-100 400 labels (test) | 10 | Feb 26, 2026 | ||
| Image Classification | CIFAR-100 200 labels (test) | 10 | Feb 26, 2026 | ||
| Image Classification | STL10 C8-augmented (test) | 10 | Feb 26, 2026 | ||
| Image Classification | CIFAR100 C8-augmented (test) | 10 | Feb 26, 2026 | ||
| Image Classification | CIFAR10 Noise C (test) | 10 | Feb 26, 2026 | ||
| Image Classification | CIFAR10-C Far (test) | 10 | Feb 26, 2026 | ||
| Multi-label Image Classification | VOC 2012 | 10 | Feb 26, 2026 | ||
| Image Classification | SVHNcore (test) | 10 | Feb 26, 2026 | ||
| Image Classification | STL-10 40 labels (test) | 10 | Feb 26, 2026 | ||
| Fine-grained Image Classification | CUB-200-2011 | 10 | Feb 26, 2026 | ||
| Image Classification | ImageNet-R Full set | 10 | May 8, 2026 | ||
| Image Classification | CIFAR-100 Asymmetric Noisy Labels, r=0.4 (test) | 10 | Feb 26, 2026 | ||
| Image Classification | CIFAR-100 Asymmetric Noisy Labels, r=0.3 (test) | 10 | Feb 26, 2026 | ||
| Image Classification | CIFAR-100 Asymmetric Noisy Labels, r=0.2 (test) | 10 | Feb 26, 2026 | ||
| Image Classification | CIFAR10 (test) | 10 | Feb 26, 2026 | ||
| Image Classification | ImageNet-S target | 10 | May 8, 2026 | ||
| Image Classification | CIFAR-10.2 (test) | 10 | Feb 26, 2026 | ||
| Image Classification | CIFAR-10 OOD: SVHN (test) | 10 | Feb 26, 2026 | ||
| Image Classification | FashionMNIST OOD: MNIST (test) | 10 | Feb 26, 2026 | ||
| Image Classification | 13 Transfer Learning Datasets (Aircraft, Caltech101, Cars, CIFAR10, CIFAR100, DTD, Flowers102, Food101, INat19, Pets, STL10, SVHN, Yoga82) (val) | 10 | Feb 26, 2026 | ||
| Image Classification | Mixed-Rand | 10 | Feb 26, 2026 | ||
| Image Classification | CIFAR-10 (test) | 10 | Feb 26, 2026 | ||
| Image Classification | Food-101N r ≈ 20% (test) | 10 | Feb 26, 2026 | ||
| Image Classification | Clothing-1M r ≈ 39.5% (test) | 10 | Feb 26, 2026 | ||
| Image Classification | Places30 | 10 | Feb 26, 2026 |