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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 |
|---|---|---|---|---|---|
| Base-to-novel Generalization | ImageNet base-to-novel | 22 | Feb 26, 2026 | ||
| Class-incremental learning | CUB-200, Cars-196, CIFAR-100, ImageNet-R | 22 | Feb 26, 2026 | ||
| Class-wise Forgetting | Imagenette Stable Diffusion v1.4 (val) | 22 | Feb 26, 2026 | ||
| Image Classification | ImageNet-1k 1.0 (val) | 22 | Feb 26, 2026 | ||
| Image Classification | ImageNet-A 1.0 (test) |
| 22 |
| Feb 26, 2026 |
| OOD Detection | ImageNet-1K Dfar | 22 | Feb 26, 2026 |
|---|
| Corrupted Image Classification and OOD Detection | ImageNet-C 1.0 (test) | 22 | Feb 26, 2026 |
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| Zero-shot Image Classification | ImageNet shift | 22 | Feb 26, 2026 |
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| Near-OOD Detection | Tiny ImageNet Near-OOD (test) | 22 | Feb 26, 2026 |
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| Classification | S-Tiny-ImageNet | 22 | Feb 26, 2026 |
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| Out-of-Distribution Detection | ImageNet-100 | 22 | Feb 26, 2026 |
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| Clustering | ImageNet (val) | 22 | Feb 26, 2026 |
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| Class-incremental Continual Learning | Tiny-ImageNet Split (test) | 22 | Feb 26, 2026 |
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| Class-Incremental Learning | ImageNet-1K standard (test val) | 22 | Feb 26, 2026 |
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| Few-Shot Open-Set Recognition | miniImageNet (test) | 22 | Feb 26, 2026 |
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| Image Classification | ImageNet-1K 64x64 | 22 | Feb 27, 2026 |
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| Image Classification | ImageNet mobile setting | 22 | Feb 26, 2026 |
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| Few-shot image classification | MiniImageNet ILSVRC-2012 (test) | 22 | Feb 26, 2026 |
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| Image Classification | ImageNet 10% labels 1k (train) | 22 | Feb 26, 2026 |
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| Image Classification | ImageNet 1% labeled subset 1k (test) | 22 | Feb 26, 2026 |
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| Unconditional Image Generation | ImageNet 64 | 22 | Feb 26, 2026 |
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| Image Classification | ImageNet ILSVRC 10% labeled examples 2012 | 22 | Feb 26, 2026 |
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| Adversarial Attack | ImageNet | 21 | Jul 9, 2026 |
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| Image Classification | ImageNet-100 70% Compression (test) | 21 | Jul 9, 2026 |
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| Image Classification | ImageNet LT | 21 | Jun 23, 2026 |
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