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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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| Class-Incremental Learning | CIFAR100 B0 (20 steps) (test) | 41 | Jul 3, 2026 | ||
| Class-Incremental Learning | CIFAR100-B0 5 steps (test) | 41 | Jul 3, 2026 | ||
| Speech Classification | KS2 | 41 | Jun 1, 2026 | ||
| Point Cloud Generation | ShapeNet Car | 41 | Mar 20, 2026 | ||
| Semantic Segmentation | COCO-20i 1-shot | 41 | Feb 26, 2026 |
| Image-text Retrieval | COCO (test) | 41 | Jun 30, 2026 |
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| Image Dehazing | RESIDE SOTS (outdoor) | 41 | Feb 26, 2026 |
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| Multi-label Image Classification | BigEarthNet | 41 | Feb 26, 2026 |
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| Image Classification | Describable Textures | 41 | Feb 26, 2026 |
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| Image Classification | ImageNet-R Target | 41 | May 8, 2026 |
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| Text Classification | IMDb (val) | 41 | Feb 26, 2026 |
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| Trajectory Prediction | HOTEL | 41 | May 26, 2026 |
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| Composed Image Retrieval | Shoes (test) | 41 | Jun 4, 2026 |
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| Neural Architecture Search | CIFAR-100 (test) | 41 | Mar 25, 2026 |
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| Few-shot Classification | mini-ImageNet | 41 | Feb 26, 2026 |
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| Image Classification | ImageNet 1k (test val) | 41 | Feb 26, 2026 |
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| Stereo Matching | Inria SLFD | 41 | Feb 26, 2026 |
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| Depth Estimation | iBims 1 (test) | 41 | Feb 26, 2026 |
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| Image Classification | MNIST (train) | 41 | May 8, 2026 |
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| Confidence Calibration | Citeseer | 41 | Jun 9, 2026 |
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| Binary Classification | CIFAR10 Binary imb. 200 (test) | 41 | Feb 26, 2026 |
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| Binary Classification | Binary CIFAR100 imbalance ratio 1:200 (test) | 41 | Feb 26, 2026 |
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| Binary Classification | Binary CIFAR100 (imbalance ratio 1:100) (test) | 41 | Feb 26, 2026 |
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| Multi-view Stereo Reconstruction | ETH3D (train) | 41 | Apr 20, 2026 |
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| Scene Flow Estimation | FlyingThings3D | 41 | Jun 2, 2026 |
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