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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 |
|---|---|---|---|---|---|
| Image Classification | ImageNet-200 (test) | 28 | Feb 26, 2026 | ||
| Image Classification | ImageNet16-120 (test) | 28 | Apr 2, 2026 | ||
| Image Classification | ImageNet16-120 (val) | 28 | Apr 2, 2026 | ||
| Image Classification | ImageNet | 27 | Jun 25, 2026 | ||
| Semantic Coherence Evaluation | ImageNet | 27 | Jun 16, 2026 | ||
| Multi-level Semantic Coherence Evaluation |
| ImageNet |
| 27 |
| Jun 16, 2026 |
| Open-Set Test-Time Adaptation | Tiny-ImageNet-C | 27 | Apr 3, 2026 |
|---|
| Task-Incremental Learning | Tiny ImageNet Seq | 27 | Apr 23, 2026 |
|---|
| Image Reconstruction | ImageNette | 27 | Feb 26, 2026 |
|---|
| Image Classification | ImageNet Mini | 27 | Feb 26, 2026 |
|---|
| Out-of-Distribution Detection | ImageNet-1K Far-OOD Average (test) | 27 | Apr 28, 2026 |
|---|
| Image Classification | ImageNet 16 (test) | 27 | Feb 26, 2026 |
|---|
| Class-Incremental Learning | TinyImageNet 10 steps 100 base classes (test) | 27 | May 20, 2026 |
|---|
| Image Classification | Tiny ImageNet 64x64 (test) | 27 | Feb 26, 2026 |
|---|
| Accuracy Estimation | ImageNet | 27 | Feb 26, 2026 |
|---|
| Accuracy Estimation | TinyImageNet | 27 | Feb 26, 2026 |
|---|
| Image Classification | ImageNet | 27 | Feb 26, 2026 |
|---|
| Image Classification | ImageNet 40 classes | 27 | Feb 26, 2026 |
|---|
| Open-Set Test-Time Adaptation | ImageNet-C (test) | 27 | Apr 3, 2026 |
|---|
| Image Retrieval | ImageNetV2 | 27 | Feb 26, 2026 |
|---|
| Image Classification | ImageNet-O (test) | 27 | Jun 1, 2026 |
|---|
| Generative Modeling Evaluation | ImageNet 256x256 | 27 | Feb 26, 2026 |
|---|
| 5-way 5-shot classification | mini-ImageNet | 27 | Feb 26, 2026 |
|---|
| Image Classification | ImageNet-Adversarial (val) | 27 | Feb 26, 2026 |
|---|
| OOD Detection | Texture OOD ImageNet-1k ID (test) | 27 | Apr 20, 2026 |
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