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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 |
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| Task-Incremental Learning | Tiny-ImageNet 10 tasks | 33 | May 18, 2026 | ||
| Image Classification | ImageNet 1k | 33 | Apr 28, 2026 | ||
| Dataset Inference | ImageNet 1k | 33 | Apr 10, 2026 | ||
| OOD detection | ImageNet-100 (ID) vs TEXTURES (OOD) | 33 | May 21, 2026 | ||
| Image Classification | ImageNet | 33 | Apr 1, 2026 |
| Machine Unlearning | ImageNet | 33 | May 15, 2026 |
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| Image Classification | ImageNet-50 | 33 | Feb 27, 2026 |
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| Image Classification | ImageNet | 33 | Jun 2, 2026 |
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| Class-conditional image generation | ImageNet-1K 512x512 (val) | 33 | Feb 26, 2026 |
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| Selective Classification | ImageNet 1K | 33 | Feb 26, 2026 |
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| Watermark Detection | ImageNet | 33 | Feb 26, 2026 |
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| Image Classification | ImageNet-O | 33 | Jun 1, 2026 |
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| Image Classification | ImageNet 1K (val) | 33 | Feb 26, 2026 |
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| 5-way Few-shot Classification | tiered-ImageNet (test) | 33 | Feb 26, 2026 |
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| Multi-class classification | TinyImageNet Dirichlet non-IID setting (test) | 33 | Feb 26, 2026 |
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| Image Classification | ImageNet 1% labels 1.0 (val) | 33 | Feb 26, 2026 |
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| Image Classification | ImageNet 1.0 (10% labeled) | 33 | Feb 26, 2026 |
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| Feature Attribution Evaluation | ImageNet 1k (val) | 33 | Feb 26, 2026 |
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| Object Classification | ImageNet-1K | 33 | Feb 26, 2026 |
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| Adversarial Detection | ImageNet-1K AutoAttack 1.0 (test) | 32 | Jun 29, 2026 |
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| Image Classification | reduced-scale ImageNet-1K (test) | 32 | Jun 24, 2026 |
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| Image Classification | ImageNet-1K (val) | 32 | Jun 16, 2026 |
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| Image-text retrieval | ImageNet-C | 32 | May 26, 2026 |
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| Data Reconstruction Attack | ImageNet | 32 | May 18, 2026 |
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| Faithfulness evaluation of image explanation | ImageNet (val) | 32 | May 8, 2026 |
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