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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 |
|---|---|---|---|---|---|
| Keypoint Transfer | SPair-71K (test) | 38 | Feb 26, 2026 | ||
| Image Classification | CIFAR-10 | 38 | Feb 26, 2026 | ||
| Gaze Following | VideoAttentionTarget | 38 | May 27, 2026 | ||
| Few-shot object classification | ModelNet40 (test) | 38 | Jul 8, 2026 | ||
| Text-to-Video Retrieval | MSR-VTT 1K (val) | 38 | Feb 26, 2026 | ||
| Video Salient Object Detection |
|---|
| FBMS |
| 38 |
| Jul 1, 2026 |
| Brain Tumor Segmentation | MSD (test) | 38 | May 13, 2026 |
|---|
| hopper locomotion | D4RL hopper medium | 38 | Feb 26, 2026 |
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| Classification | Tiny-ImageNet 1.0 (val) | 38 | Apr 16, 2026 |
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| Nighttime Dehazing | NHR (test) | 38 | Feb 26, 2026 |
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| Zero-shot Information Retrieval | BEIR | 38 | May 29, 2026 |
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| Joint Entity and Relation Extraction | NYT | 38 | Jun 4, 2026 |
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| Image Matching | Simulation | 38 | Feb 26, 2026 |
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| Image Matching | DeSurT (833 pairs total) | 38 | Feb 26, 2026 |
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| Image Matching | Kinect 2 | 38 | Feb 26, 2026 |
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| Image Matching | Kinect 1 | 38 | Feb 26, 2026 |
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| Multi-label Classification | CheXpert | 38 | Jun 11, 2026 |
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| Few-shot semantic segmentation | COCO-20i (4-fold cross-validation) | 38 | Feb 26, 2026 |
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| OOD Detection | CIFAR-100 LSUN IND R OOD | 38 | May 21, 2026 |
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| Polyp Segmentation | CVC-300 (test) | 38 | Mar 17, 2026 |
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| Fine-grained classification | DTD | 38 | May 29, 2026 |
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| Facial Expression Recognition | JAFFE | 38 | May 29, 2026 |
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| Node Classification | ogbn-mag v1 (test) | 38 | Feb 26, 2026 |
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| Image Generation | Fashion-MNIST | 38 | Apr 9, 2026 |
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| Color Constancy | Gehler (3-fold cross validation) | 38 | May 20, 2026 |
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