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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 |
|---|---|---|---|---|---|
| Attribute Classification (Blurry) | CelebA | 36 | Feb 26, 2026 | ||
| Attribute Classification (Blond Hair) | CelebA | 36 | Feb 26, 2026 | ||
| Image Classification | ImageNet fine-tuning original | 36 | Feb 26, 2026 | ||
| Cross-view geo-localization | CVUSA (test) | 36 | Apr 14, 2026 | ||
| Temporal Action Localization | THUMOS'14 (test) | 36 | Feb 26, 2026 |
| Multi-Object Tracking | BDD100K (test) | 36 | Feb 26, 2026 |
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| Super-Resolution | B100 | 36 | Feb 26, 2026 |
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| 3D Object Detection (Car) | KITTI (test) | 36 | Feb 26, 2026 |
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| Shape Completion | 3D-EPN (test) | 36 | Feb 26, 2026 |
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| Stereo Matching | Middlebury half resolution (test) | 36 | Mar 18, 2026 |
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| Unsupervised constituency parsing | Chinese Treebank (CTB) (test) | 36 | Feb 26, 2026 |
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| Few-shot classification | tiered-meta-iNat fine-grained | 36 | Feb 26, 2026 |
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| Few-shot classification | meta-iNat fine-grained | 36 | Feb 26, 2026 |
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| Image Classification | Omniglot 5-way 1-shot (test) | 36 | Jun 24, 2026 |
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| Cardiac Image Segmentation | MM-WHS MR to CT 2017 (test) | 36 | Apr 14, 2026 |
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| Membership Inference Attack | CIFAR-100 balanced (evaluation set) | 36 | Feb 26, 2026 |
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| Speech-to-speech translation | Fisher Spanish-English (dev2) | 36 | Feb 26, 2026 |
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| OOD Detection | CIFAR10 (ID) vs CIFAR100 (OOD) (test) | 36 | Feb 26, 2026 |
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| Model Inversion | CelebA (test) | 36 | Feb 27, 2026 |
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| Word Spotting | ICDAR 2015 (test) | 36 | Feb 26, 2026 |
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| Image Classification | ImageNet-1K | 36 | Mar 4, 2026 |
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| Network Similarity Identification | CIFAR-10 (test) | 36 | Feb 26, 2026 |
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| Confidence Calibration | Pubmed | 36 | Feb 26, 2026 |
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| Confidence Calibration | Cora | 36 | Feb 26, 2026 |
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| Open-Partial-Set Domain Adaptation | DomainNet | 36 | Feb 26, 2026 |
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