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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 1k (val) | 26 | Feb 26, 2026 | ||
| Image Classification | ImageNet-1k 1.0 (val) | 26 | Feb 26, 2026 | ||
| OOD Detection | ImageNet Near-OOD | 26 | May 15, 2026 | ||
| Out-of-Distribution Detection | ImageNet LT (test) | 26 | Feb 26, 2026 | ||
| Class-conditional Image Generation | ImageNet 256 |
| 26 |
| Jul 8, 2026 |
| Domain Adaptive Few-Shot Open-Set Recognition | MiniImageNet to CUB | 26 | Feb 26, 2026 |
|---|
| Image Classification | ImageNet Clean 1K (val) | 26 | Apr 21, 2026 |
|---|
| 5-way few-shot classification | tieredImageNet (test) | 26 | Feb 26, 2026 |
|---|
| Untargeted Adversarial Attack | ImageNet (test) | 26 | Mar 24, 2026 |
|---|
| Image Classification | ImageNet 1000 (val) | 26 | Feb 26, 2026 |
|---|
| Image classification | ImageNet 9 (val) | 26 | Feb 26, 2026 |
|---|
| N-way K-shot classification | mini-ImageNet (test) | 26 | Feb 26, 2026 |
|---|
| Low-shot Image Classification | ImageNet base and novel classes (test val) | 26 | Feb 26, 2026 |
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| Image Classification | Mini-ImageNet | 25 | Jul 1, 2026 |
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| Image Classification | ImageNet V2 | 25 | Jun 8, 2026 |
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| Class-Incremental Learning | Tiny-ImageNet 20 tasks | 25 | May 18, 2026 |
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| Backdoor Attack | ImageNet | 25 | Apr 28, 2026 |
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| Task-Incremental Learning | Seq-Tiny-ImageNet | 25 | Apr 23, 2026 |
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| Image Classification | Tiny-ImageNet | 25 | Jun 25, 2026 |
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| Image Classification | ImageNet-R | 25 | Apr 7, 2026 |
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| Image Classification | Tiny-ImageNet | 25 | Apr 7, 2026 |
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| Out-of-distribution detection | ImageNet FarOOD 1k | 25 | Mar 25, 2026 |
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| Class-Incremental Learning | TinyImageNet Seq | 25 | Apr 23, 2026 |
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| Image Reconstruction | ImageNet 256x256 2012 (test val) | 25 | Mar 9, 2026 |
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| Class-incremental learning | ImageNet100 | 25 | May 28, 2026 |
|---|