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 |
|---|---|---|---|---|---|
| Permuted Sequential Image Classification | PS-MNIST (test) | 18 | Feb 26, 2026 | ||
| Image Classification | ImageNet-LT Backward Shifted (test) | 18 | Feb 26, 2026 | ||
| 5-way Few-Shot Image Classification | tiered-ImageNet 608 classes (test) | 18 | Feb 26, 2026 | ||
| Image Classification | CUB-200-2011 (Birds) | 18 | Apr 1, 2026 | ||
| Image Classification | ImageNet (val) | 18 | Feb 26, 2026 | ||
| Image Classification | ImageNet 10% labels 1K (val) | 18 | Feb 26, 2026 | ||
| 20-way Few-Shot Image Classification | Omniglot (test) | 18 | Feb 27, 2026 | ||
| 5-way Few-shot Image Classification | tieredImageNet 1-shot (meta-test) | 18 | Feb 26, 2026 | ||
| Image Classification | CIFAR-10 full (test) | 18 | Feb 26, 2026 | ||
| Medical image classification | Kaggle Melanoma (test) | 18 | Feb 26, 2026 | ||
| Image Classification | CIFAR-100 imbalanced version (test) | 18 | Feb 26, 2026 | ||
| Image Classification | CIFAR-10 imbalanced (test) | 18 | Feb 26, 2026 | ||
| Image Classification | ImageNet1K 1.0 (train val) | 18 | Feb 26, 2026 | ||
| Medical Image Classification | ChestX-ray14 | 18 | Feb 26, 2026 | ||
| Image Classification | CIFAR-100 instance-dependent noise (IDN) (test) | 18 | Feb 26, 2026 | ||
| Image Classification | CIFAR-10 instance-dependent noise (IDN) (test) | 18 | Feb 26, 2026 | ||
| Image Classification | GOOD-CMNIST color | 17 | Jul 7, 2026 | ||
| Image Classification | MTIL Transfer (test) | 17 | Jun 16, 2026 | ||
| Image Classification | ImageNet sub-tasks S7-S9 (50 classes) | 17 | Jun 11, 2026 | ||
| Image Classification | ImageNet sub-tasks S4-S6 (25 classes) | 17 | Jun 11, 2026 | ||
| Image Classification | ImageNet sub-tasks S1-S3 (10 classes) | 17 | Jun 11, 2026 | ||
| Image Classification | CIFAR-100 4-way Sharded (test) | 17 | May 29, 2026 | ||
| Zero-shot Image Classification | ImageNet (val) | 17 | May 19, 2026 | ||
| Image Classification | CIFAR-10-LT reversed distribution, gamma_l=100, gamma_u=1/100 | 17 | May 19, 2026 | ||
| Image Classification | CIFAR-10 LT uniform distribution, gamma_l=100, gamma_u=1 | 17 | May 19, 2026 |