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 |
|---|---|---|---|---|---|
| Out-of-Distribution Detection | ImageNet-1k OOD Average (val) | 32 | May 25, 2026 | ||
| Out-of-Distribution Detection | ImageNet1K-OpenOOD ImageNet-O | 32 | Jun 17, 2026 | ||
| OOD Detection | ImageNet protocol datasets averaged over 4 (test) | 32 | Apr 14, 2026 | ||
| Image Classification | ImageNet-1k | 32 | Apr 15, 2026 | ||
| Machine Unlearning | ImageNet 1K |
| 32 |
| Mar 10, 2026 |
| Image Classification | Tiny-ImageNet Dirichlet-0.05 (test) | 32 | Feb 26, 2026 |
|---|
| Classification | TImageNet | 32 | Feb 26, 2026 |
|---|
| Class-to-image generation | ImageNet | 32 | May 21, 2026 |
|---|
| Image Classification | ImageNet-1k (val) | 32 | Feb 26, 2026 |
|---|
| Image Classification | ImageNet 1k | 32 | Feb 26, 2026 |
|---|
| Class-Incremental Learning | ImageNet-R 20 tasks | 32 | May 28, 2026 |
|---|
| Image Classification | ImageNet-LT IR=256 (test) | 32 | Feb 26, 2026 |
|---|
| Image Classification | ImageNet (50:950 split) | 32 | Feb 26, 2026 |
|---|
| Image Classification | ImageNet ID-to-OOD 50:950 (test) | 32 | Feb 26, 2026 |
|---|
| 5-way 5-shot Classification | tiered-ImageNet (test) | 32 | Feb 26, 2026 |
|---|
| Image Classification | ImageNet and derived distribution shifts standard suite (test val) | 32 | May 18, 2026 |
|---|
| Semi-supervised Image Classification | ImageNet (10% labeled) | 32 | Feb 26, 2026 |
|---|
| Image Classification | ImageNet (10%) | 32 | Feb 26, 2026 |
|---|
| Out-of-distribution Detection | ImageNet-30 In-distribution labeled (test) | 32 | Feb 26, 2026 |
|---|
| Clustering | Imagenet-dog-15 (test) | 32 | Feb 26, 2026 |
|---|
| Image Classification | tieredImageNet (test) | 32 | Feb 26, 2026 |
|---|
| Weakly supervised object localization | ImageNet | 32 | Feb 26, 2026 |
|---|
| Partial Domain Adaptation | ImageNet-Caltech | 32 | Feb 26, 2026 |
|---|
| Class-conditional image generation | ImageNet 1K 512x512 (test) | 32 | Feb 26, 2026 |
|---|
| Adversarial Attack | ImageNet-1K ILSVRC 2012 | 31 | May 21, 2026 |
|---|