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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 |
|---|---|---|---|---|---|
| Continual Unlearning | ImageNet-1K | 60 | May 19, 2026 | ||
| Explainable AI Attribution | ImageNet random subset of 1000 images | 60 | May 15, 2026 | ||
| Poison detection | ImageNette | 60 | Apr 28, 2026 | ||
| Neuron Labeling | ImageNet-1K | 60 | Apr 27, 2026 | ||
| Online Class Incremental Learning | Tiny-Imagenet | 60 | Apr 16, 2026 | ||
| TinyImageNet-200 |
| 60 |
| Mar 4, 2026 |
| Membership Inference Attack | TinyImageNet 200 | 60 | Mar 4, 2026 |
|---|
| Continual Learning | Tiny-ImageNet Split 100 tasks (test) | 60 | Feb 27, 2026 |
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| Class-conditional Image Generation | ImageNet-1K 256x256 1.0 (train) | 60 | Jun 29, 2026 |
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| Image Generation | ImageNet 50K images (val) | 60 | Feb 26, 2026 |
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| Selective Prediction | ImageNet-100 | 60 | Feb 26, 2026 |
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| Class-conditional image synthesis | Tiny ImageNet (train test) | 60 | Feb 26, 2026 |
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| Image Classification | ImageNet | 60 | Feb 26, 2026 |
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| Feature Relevance Evaluation | ImageNet (test) | 60 | Feb 26, 2026 |
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| Image Classification | ImageNet-1k | 59 | Jun 12, 2026 |
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| OOD Detection | ImageNet-1k ID Places OOD | 59 | Mar 26, 2026 |
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| OOD Detection | ImageNet-1k ID iNaturalist OOD | 59 | May 26, 2026 |
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| Few-Shot Image Classification | ImageNet FS (novel) | 59 | Feb 26, 2026 |
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| Grouping | Imagenet Dogs | 59 | Feb 26, 2026 |
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| Image Classification | ImageNet (val) | 59 | Feb 27, 2026 |
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| KNN classification | ImageNet-1k (val) | 59 | Mar 25, 2026 |
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| XAI Fidelity Evaluation | ImageNet vehicles | 58 | Jun 30, 2026 |
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| Object Localization | ImageNet vehicles | 58 | Jun 30, 2026 |
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| Out-of-Distribution Detection | ImageNet Far-OOD | 58 | Apr 20, 2026 |
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| Conditional Image Generation | ImageNet 256x256 | 58 | Jun 19, 2026 |
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