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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 variants and ObjectNet various (test) | 38 | Mar 10, 2026 | ||
| Adversarial Attack | ImageNet-compatible Stable Diffusion context v1.4 (test) | 38 | Feb 26, 2026 | ||
| Image Classification | tieredImageNet-H (test) | 38 | Feb 26, 2026 | ||
| Image Generation | ImageNet 1K (train) | 38 | Mar 9, 2026 | ||
| Few-shot Classification | tiered-ImageNet |
| 38 |
| Feb 26, 2026 |
| Test-time adaptation | 7 scenarios (ImageNet-C, ImageNet-V2, ImageNet-VID, LaSOT subset from TAO) (test) | 38 | Feb 26, 2026 |
|---|
| Classification | Tiny-ImageNet 1.0 (val) | 38 | Apr 16, 2026 |
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| Image Classification | ImageNet source to 10 fine-grained target datasets (test) | 37 | May 12, 2026 |
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| Feature Visualization Evaluation | ImageNet | 37 | Feb 26, 2026 |
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| Image Classification | ImageNet-1K 1 (val) | 37 | Feb 26, 2026 |
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| OOD Detection | OpenImage-O OOD on ImageNet-1K | 37 | May 15, 2026 |
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| Linear Classification | ImageNet 1k (val) | 37 | Feb 26, 2026 |
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| OOD Detection | ImageNet Average | 37 | Feb 26, 2026 |
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| Image Classification | ImageNet-1K (val) | 37 | Feb 26, 2026 |
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| Image Classification | ImageNet (val) | 37 | Feb 26, 2026 |
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| Image Classification | ImageNet-LT 1.0 (test) | 37 | Feb 27, 2026 |
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| Image Clustering | Tiny-ImageNet | 37 | Feb 27, 2026 |
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| Image Classification | T-ImageNet (test) | 37 | May 27, 2026 |
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| Image Classification | ImageNet-100 original (test) | 36 | Jul 9, 2026 |
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| Image Classification | ImageNet-C severity level 5, continual setting | 36 | Jun 2, 2026 |
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| Image Classification | ImageNet-C Severity 5 Episodic (val) | 36 | Jun 2, 2026 |
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| Image Classification | ImageNet-1K | 36 | Jun 2, 2026 |
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| Image Classification | ImageWoof ImageNet-1K (test) | 36 | May 21, 2026 |
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| Out-of-Distribution Detection | ImageNet (ID) vs SSB-hard OOD (test) | 36 | May 15, 2026 |
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| Watermark Removal | ImageNet (test) | 36 | Apr 27, 2026 |
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