Research
Benchmarks for “image classification”
Compare state-of-the-art methods across the tasks and datasets used to measure AI progress.
9,842 benchmarksPage 243 of 394
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| Task | Dataset | Domain | Trend | Results | Last update |
|---|---|---|---|---|---|
| Image Classification | CUB-200-2011 (30% labels) | 8 | Feb 26, 2026 | ||
| Image Classification | CUB-200-2011 (15% labels) | 8 | Feb 26, 2026 | ||
| Image Classification | miniImageNet -> FGVC-Aircraft (test) | 8 | Feb 26, 2026 | ||
| Image Classification | ImageNet Clean | 8 | Apr 21, 2026 | ||
| Semi-supervised Image Classification | ImageNet 1% (val) | 8 | Feb 26, 2026 | ||
| Image Classification | ILSVRC 2012 (test) | 8 | Feb 26, 2026 | ||
| Fine-grained Image Classification | iNaturalist 2021 (test) | 8 | Feb 26, 2026 | ||
| Long-tailed Image Classification | CIFAR-100-LT λ=20 (test) | 8 | Feb 26, 2026 | ||
| Long-tailed Image Classification | CIFAR-100-LT λ=200 (test) | 8 | Feb 26, 2026 | ||
| Image Classification | CIFAR-10 LT λ=20 (test) | 8 | Feb 26, 2026 | ||
| Image Classification | CIFAR-10-LT λ=200 (test) | 8 | Feb 26, 2026 | ||
| Image Classification | CIFAR-10 (test) | 8 | Feb 26, 2026 | ||
| Image Classification | ImageNet sub-sampled 500 samples (val) | 8 | Feb 27, 2026 | ||
| Image Classification | Long-tailed ImageNet (val) | 8 | Feb 26, 2026 | ||
| Image Classification | CIFAR-100 (test) | 8 | Feb 26, 2026 | ||
| Image Classification | CIFAR-10 (test) | 8 | Feb 26, 2026 | ||
| Image classification | STL10 | 8 | Feb 26, 2026 | ||
| Image classification | CIFAR10 | 8 | Feb 26, 2026 | ||
| Federated Image Classification | CIFAR-10 (i.i.d.) | 8 | Feb 26, 2026 | ||
| Federated Image Classification | FEMNIST non-i.i.d. | 8 | Feb 26, 2026 | ||
| Federated Image Classification | FEMNIST i.i.d. | 8 | Feb 26, 2026 | ||
| Image Classification | FEMNIST non-i.i.d. | 8 | Feb 26, 2026 | ||
| Image Classification | FEMNIST (i.i.d.) | 8 | Feb 26, 2026 | ||
| Image Classification | MNIST ε = 1.58 (test) | 8 | Feb 26, 2026 | ||
| Image Classification | CIFAR-100 Noisy 100 clients (test) | 8 | Feb 26, 2026 |