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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 Retrieval | ImageNet @1000 15%-unseen | 30 | Feb 26, 2026 | ||
| Image Retrieval | ImageNet100 | 30 | Apr 7, 2026 | ||
| Image Classification | ImageNet-C | 30 | Mar 30, 2026 | ||
| Image Classification | ImageNet-10 0.5% BER (test) | 30 | Feb 26, 2026 | ||
| Gaussian Image Denoising | ImageNet | 30 | Feb 26, 2026 | ||
| Image Classification |
|---|
| ImageNet (val) |
| 30 |
| Feb 26, 2026 |
| Image Classification | ImageNet Tiny | 30 | Apr 9, 2026 |
|---|
| Image Classification | ImageNet OOD Variants | 30 | Jul 7, 2026 |
|---|
| Exemplar-Free Class Incremental Learning | ImageNet Subset (test) | 30 | Feb 26, 2026 |
|---|
| Image Classification | ImageNet-C Severity Level 5, Mixed Shifts v1 (test) | 30 | Apr 21, 2026 |
|---|
| Robust Classification | Tiny-ImageNet (test) | 30 | Feb 26, 2026 |
|---|
| Image Classification | Tiny-ImageNet (test) | 30 | Apr 30, 2026 |
|---|
| Adversarial Attack | TinyImageNet | 30 | Feb 26, 2026 |
|---|
| Class-incremental Learning | Mini-Imagenet (test) | 30 | Mar 4, 2026 |
|---|
| Image Classification | ImageNet Distribution Shifts Summary | 30 | Feb 26, 2026 |
|---|
| Class-conditional Image Generation | ImageNet (train/val) | 30 | Feb 26, 2026 |
|---|
| Robustness | ImageNet-C | 30 | May 21, 2026 |
|---|
| Image Classification | ImageNet ILSVRC 2012 | 30 | Jun 4, 2026 |
|---|
| Attribution Quality Evaluation | ImageNet (val) | 30 | Feb 26, 2026 |
|---|
| Generalized Low-shot Classification | ImageNet Combined SEEN and UNSEEN | 30 | Feb 26, 2026 |
|---|
| Image Classification | ImageNet-LT Forward Shifted (test) | 30 | Feb 26, 2026 |
|---|
| Image Classification | TinyImageNet-C | 30 | May 18, 2026 |
|---|
| Image Classification | ImageNet 10% labels 1.0 (val) | 30 | Feb 26, 2026 |
|---|
| Image Classification | Imagenet FS (All classes) | 30 | Feb 26, 2026 |
|---|
| Image Classification | ImageNet 4 (val) | 30 | Feb 26, 2026 |
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