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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 |
|---|---|---|---|---|---|
| Feature Attribution | ImageNet (test) | 30 | May 20, 2026 | ||
| Attribution | ImageNet 2012 | 30 | May 20, 2026 | ||
| Attributing Multimodal Foundation Model Errors | ImageNet misclassified samples (val) | 30 | Jun 17, 2026 | ||
| Multimodal Prompt Injection Attack | ImageNet | 30 | May 18, 2026 | ||
| Long-tailed Image Classification | TinyImageNet long-tailed (test) |
| 30 |
| May 14, 2026 |
| Image Classification | ImageNet-1k random 100-class subsets 1.0 (test) | 30 | May 11, 2026 |
|---|
| Image Classification | Tiny ImageNet | 30 | Apr 21, 2026 |
|---|
| Online Class Incremental Learning | Tiny-Imagenet (test) | 30 | Apr 16, 2026 |
|---|
| Out-of-Distribution Detection | OpenOOD ImageNet-1k ID Far-OOD | 30 | May 27, 2026 |
|---|
| Localization | ImageNet (val) | 30 | Mar 17, 2026 |
|---|
| Attribution Faithfulness | ImageNet | 30 | Apr 27, 2026 |
|---|
| Attribution Faithfulness Evaluation | ImageNet (test) | 30 | Mar 17, 2026 |
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| Faithfulness Evaluation | ImageNet | 30 | Mar 17, 2026 |
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| Targeted Adversarial Attack | ImageNet | 30 | Mar 6, 2026 |
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| Image Classification | Tiny-ImageNet Dir-0.1 | 30 | Mar 13, 2026 |
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| Image Classification | Tiny-ImageNet Dir-0.5 | 30 | Mar 13, 2026 |
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| Few-shot Image Classification | miniImageNet original (test) | 30 | Feb 26, 2026 |
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| Image Classification | ImageNet-1K IPC 50 | 30 | Apr 21, 2026 |
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| Image Reconstruction | ImageNet 50K 256x256 (val) | 30 | Jun 23, 2026 |
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| Inpainting | ImageNet 256 | 30 | May 22, 2026 |
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| Risky Sample Transferability | ImageNet | 30 | Feb 26, 2026 |
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| Textual Explanation Generation | ImageNet 1K | 30 | Feb 26, 2026 |
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| Image Classification | ImageNet-1K | 30 | Feb 26, 2026 |
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| Accuracy Improvement | ImageNet (val) | 30 | Feb 26, 2026 |
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| Image Retrieval | ImageNet seen classes @1000 | 30 | Feb 26, 2026 |
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