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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 |
|---|---|---|---|---|---|
| Calibration | ImageNet-C (InD-domains) | 24 | Feb 26, 2026 | ||
| Image Classification | ImageNet (val) | 24 | Feb 26, 2026 | ||
| Targeted Adversarial Attack | ImageNet 1000 images (val) | 24 | Feb 26, 2026 | ||
| Untargeted Adversarial Attack | ImageNet 1000 images (val) | 24 | Feb 26, 2026 | ||
| Image Classification | ImageNet 10% labels 1.0 (train val) |
| 24 |
| Feb 26, 2026 |
| Image Classification | ImageNet 1% labels 1.0 (train val) | 24 | Feb 26, 2026 |
|---|
| Image Classification | S-Tiny-ImageNet Task-IL | 24 | Feb 26, 2026 |
|---|
| Object Classification | miniImageNet (test) | 24 | Feb 26, 2026 |
|---|
| Generative Modeling | ImageNet 32x32 downsampled | 24 | Feb 26, 2026 |
|---|
| Image Classification | ImageNet and OOD variants | 23 | Jul 7, 2026 |
|---|
| Test-Time Adaptation | ImageNet-C severity level 5 (test) | 23 | Jun 9, 2026 |
|---|
| Segmentation | ImageNet Segmentation (test) | 23 | May 27, 2026 |
|---|
| Adversarial Detection | ImageNet Img2Prompt | 23 | May 25, 2026 |
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| Image Classification | ImageNet 1k | 23 | May 22, 2026 |
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| Class-Incremental Learning | ImageNet-R B0 Inc20 (test) | 23 | May 29, 2026 |
|---|
| Out-of-Distribution Detection | ImageNet-1k Near-OOD | 23 | Apr 20, 2026 |
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| Image Classification | ImageNet I-Fruit (test) | 23 | May 14, 2026 |
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| Continual Learning | ImageNetR 5S | 23 | May 12, 2026 |
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| Image Classification | ImageNet 1k (val) | 23 | Feb 26, 2026 |
|---|
| Machine Unlearning | Tiny-ImageNet (test) | 23 | May 13, 2026 |
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| Membership Inference | TinyImageNet | 23 | Feb 26, 2026 |
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| Image Classification Calibration | ImageNet | 23 | Jun 25, 2026 |
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| Targeted Adversarial Attack | ImageNet (val) | 23 | Feb 26, 2026 |
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| Conditional Image Generation | ImageNet 256x256 1.0 (train val) | 23 | Feb 26, 2026 |
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| Image Classification | ImageNet In-Distribution (test) | 23 | Feb 26, 2026 |
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