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 | Oxford 102 Flowers | 94 | Jun 2, 2026 | ||
| Image Classification | CIFAR-100 (test) | 93 | Jun 25, 2026 | ||
| Image Classification | Average of 11 datasets (ImageNet, Caltech101, OxfordPets, StanfordCars, Flowers102, Food101, FGVCAircraft, SUN397, DTD, EuroSAT, UCF101) Base-to-Novel Generalization | 93 | Jul 8, 2026 | ||
| Image Classification | CIFAR10 (test) | 93 | Feb 26, 2026 | ||
| Image Classification | Stylized-ImageNet | 93 | Jun 30, 2026 | ||
| Image Classification | Office-31 (test) | 93 | Feb 26, 2026 | ||
| Image Classification | ImageNet-1K 1.0 (val) | 92 | Feb 26, 2026 | ||
| Image Classification | ImageNet-S | 92 | May 12, 2026 | ||
| Image Classification | VisDA 2017 (test) | 92 | Apr 30, 2026 | ||
| Image Classification | ImageNet 1k (10% labels) | 92 | Feb 26, 2026 | ||
| Image Classification | PACS v1 (test) | 92 | Feb 26, 2026 | ||
| SAR Image Classification | MSTAR publicly released | 91 | May 19, 2026 | ||
| Medical Image Classification | COVID | 91 | May 27, 2026 | ||
| Image Classification | ImageNet-1K (val) | 91 | Feb 26, 2026 | ||
| Image Classification | EuroSAT | 90 | May 19, 2026 | ||
| Image Classification | DTD (Describable Textures Dataset) | 90 | Jun 12, 2026 | ||
| Visual Classification | 8 Vision Tasks (SUN397, Stanford Cars, RESISC45, EuroSAT, SVHN, GTSRB, MNIST, DTD) | 90 | Jun 30, 2026 | ||
| Image Classification | Resisc45 (test) | 90 | Jun 9, 2026 | ||
| Image Classification | EMNIST | 90 | May 19, 2026 | ||
| Whole Slide Image Classification | TCGA-RCC (test) | 90 | Mar 4, 2026 | ||
| Image Classification | ImageNet-Sketch | 89 | May 29, 2026 | ||
| Image Classification | STL | 89 | May 19, 2026 | ||
| Image Classification | ImageNet Robustness Suite | 89 | Jun 24, 2026 | ||
| Image Classification | Oxford-Flowers | 89 | Jun 24, 2026 | ||
| Image Classification | CIFAR-10N (Worst) | 89 | May 21, 2026 |