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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 |
|---|---|---|---|---|---|
| 1-D Pixel-level Image Classification | sCIFAR (test) | 46 | Feb 26, 2026 | ||
| Few-shot Image Classification | MiniImageNet 5-way 3-shot (test) | 46 | Feb 26, 2026 | ||
| Few-shot Image Classification | MiniImageNet 5-way 10-shot (test) | 46 | Feb 26, 2026 | ||
| Joint Low-light Enhancement and Deblurring | LOL-Blur | 46 | Jun 18, 2026 | ||
| Point Cloud Completion | KITTI |
| 46 |
| Mar 24, 2026 |
| Instance Segmentation | LVIS (val) | 46 | Jun 4, 2026 |
|---|
| Salient Object Detection | DUT-O (test) | 46 | Feb 26, 2026 |
|---|
| Image Classification | CIFAR-10-LT IF 10 | 46 | Jul 8, 2026 |
|---|
| Space-Time Video Super-Resolution | Vid4 (test) | 46 | Apr 21, 2026 |
|---|
| Few-shot Action Recognition | Kinetics (meta-test) | 46 | Feb 26, 2026 |
|---|
| Incremental Object Detection | PASCAL VOC 19+1 setting (incremental) | 46 | Jul 7, 2026 |
|---|
| Multi-View Stereo | Tanks & Temples | 46 | Feb 26, 2026 |
|---|
| Visual Reasoning | NLVR2 (test) | 46 | Apr 6, 2026 |
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| 5-way Image Classification | mini-ImageNet (test) | 46 | Feb 26, 2026 |
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| Object Classification | ScanObjectNN | 46 | Jul 1, 2026 |
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| Adversarial Robustness | CIFAR-100 (test) | 46 | Jun 4, 2026 |
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| Person Re-identification | MSMT17 to Market-1501 | 46 | Mar 17, 2026 |
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| Speech Translation | CoVoST-2 (test) | 46 | Feb 26, 2026 |
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| Action Recognition | UCF-HMDB | 46 | Feb 26, 2026 |
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| Video Classification | Kinetics-700 | 46 | Feb 26, 2026 |
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| Image Classification | Terra Incognita (TerraInc) | 46 | Feb 26, 2026 |
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| OOD Detection | CIFAR-100 IND Gaussian Noise OOD | 46 | Feb 26, 2026 |
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| Image Classification | ImageNet (val) | 46 | Jun 4, 2026 |
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| Long-tailed Image Classification | CIFAR10-LT imbalance factor 100 (test) | 46 | Feb 26, 2026 |
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| Anomaly Detection | ELPV | 46 | Feb 26, 2026 |
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