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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 |
|---|---|---|---|---|---|
| Conditional Image Generation | ImageNet 256x256 (train/val) | 24 | Feb 26, 2026 | ||
| Continual Learning | S-Tiny-ImageNet (last) | 24 | Feb 26, 2026 | ||
| Domain Adaptation | ImageNet Domain Adaptation | 24 | Feb 26, 2026 | ||
| Architecture performance prediction | NATS-Bench SSS ImageNet16-120 (stratified subset) | 24 | Feb 26, 2026 | ||
| Gaussian Deblurring | ImageNet 256 x 256 (val) |
| 24 |
| May 15, 2026 |
| Zero-shot Image Classification | ImageNet (val) | 24 | Feb 26, 2026 |
|---|
| Hierarchical Relationship Prediction | ImageNet Instruments Novel Datasets | 24 | Feb 26, 2026 |
|---|
| Hierarchical Relationship Prediction | ImageNet Instruments | 24 | Feb 26, 2026 |
|---|
| Adversarial Attack | ImageNet1k 1000 images subset | 24 | Feb 26, 2026 |
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| Adversarial Attack | ImageNet 1k 1000 images | 24 | Feb 26, 2026 |
|---|
| Adversarial Attack | ImageNet ILSVRC2012 (val) | 24 | Feb 26, 2026 |
|---|
| Domain Conversion Retrieval | ImageNet-R | 24 | Feb 27, 2026 |
|---|
| Image Classification | Tiny-ImageNet Clean | 24 | Jun 23, 2026 |
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| Hyperparameter Optimization | ImageNet PD1 (val) | 24 | Feb 26, 2026 |
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| Untargeted Adversarial Attack | ImageNet-compatible | 24 | Feb 26, 2026 |
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| Compositional Explanation | ImageNet | 24 | Feb 26, 2026 |
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| OOD detection | TinyImageNet (In-distribution) / CIFAR10 (OOD) | 24 | Feb 26, 2026 |
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| Online Task-Incremental Learning | Mini-ImageNet Split (test) | 24 | Feb 26, 2026 |
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| Online Class-Incremental Learning | Mini-ImageNet Split | 24 | Feb 26, 2026 |
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| Online task-incremental learning | Mini-ImageNet Split | 24 | Feb 26, 2026 |
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| Image Classification | TinyImageNet (test) | 24 | Feb 26, 2026 |
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| Image Classification | ImageNet Subset | 24 | Mar 5, 2026 |
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| Image Classification | ImageNet-C | 24 | Mar 4, 2026 |
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| Image Classification | ImageNet-1k 1.0 (test val) | 24 | Feb 26, 2026 |
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| Calibration | ImageNet-C OOD-domains | 24 | Feb 26, 2026 |
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