Loading the SOTA2 catalog…
SOTA2 Research · benchmarks
Compare state-of-the-art methods across the tasks and datasets used to measure AI progress.
| Task | Dataset | Domain | Trend | Results | Last Update |
|---|---|---|---|---|---|
| Conditional Image Generation | ImageNet-1K 256x256 (val) | 86 | Feb 26, 2026 | ||
| OOD Detection | ImageNet-54 (test) | 85 | Apr 24, 2026 | ||
| Incremental Learning | TinyImageNet | 83 | Feb 26, 2026 | ||
| Image Generation | ImageNet 64x64 (train val) | 83 | Feb 26, 2026 | ||
| Image Classification |
| ImageNet-R (val) |
| 82 |
| Feb 27, 2026 |
| Image Classification | ImageNet 1000 images (val) | 82 | Feb 26, 2026 |
|---|
| Few-shot classification | mini-ImageNet → CUB (test) | 82 | Apr 2, 2026 |
|---|
| Few-shot classification | Mini-ImageNet 1-shot 5-way (test) | 82 | Feb 26, 2026 |
|---|
| Class-Conditional Image Generation | ImageNet class-conditional 256x256 (test val) | 81 | Mar 4, 2026 |
|---|
| Correlation to Accuracy Difference (Test 1) | ImageNet-100 1.0 (test) | 80 | May 18, 2026 |
|---|
| Adversarial Attack | ImageNet (val) | 80 | Mar 16, 2026 |
|---|
| Interpretation Error Evaluation | ImageNet | 80 | Feb 26, 2026 |
|---|
| Adversarial Attack | ImageNet 21k (val) | 80 | Feb 26, 2026 |
|---|
| Image Classification | ImageNet-1K 1.0 (val) | 80 | Feb 26, 2026 |
|---|
| Object Localization | ImageNet-1k (val) | 80 | Feb 26, 2026 |
|---|
| Class-conditional Image Generation | ImageNet 1k (val) | 79 | May 18, 2026 |
|---|
| Out-of-distribution Detection | CIFAR-10 (in-distribution) TinyImageNet (out-of-distribution) (test) | 79 | May 26, 2026 |
|---|
| Localization | ImageNet-1k (val) | 79 | Feb 26, 2026 |
|---|
| Image Classification | ImageNet-1k | 78 | Jun 2, 2026 |
|---|
| Image Classification | ImageNet-1K | 78 | Feb 26, 2026 |
|---|
| Feature Importance Assessment | ImageNet 1k (val) | 78 | Feb 26, 2026 |
|---|
| OOD Detection | ImageNet | 77 | Apr 14, 2026 |
|---|
| Image Classification | Tiny-ImageNet | 76 | Mar 10, 2026 |
|---|
| Image Classification | ImageNet (val) | 76 | Feb 26, 2026 |
|---|
| Class-conditional image generation | ImageNet 15 (val) | 75 | May 19, 2026 |
|---|