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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 |
|---|---|---|---|---|---|
| Object Detection | Cityscapes → Foggy Cityscapes DINO (target-label budget 5%) | 50 | Jul 1, 2026 | ||
| Object Detection | Objects365 small objects (val) | 50 | Jun 2, 2026 | ||
| Object Detection | MS COCO small objects (val) | 50 | Jun 2, 2026 | ||
| Open-vocabulary Object Detection | OV-LVIS v1.0 (test) | 50 | Mar 24, 2026 | ||
| Salient Object Detection | VT5000 | 50 |
| Apr 13, 2026 |
| Object Detection | Cityscapes -> BDD100K (val) | 50 | Jul 1, 2026 |
|---|
| Object Detection | MS COCO 2017 (minival) | 50 | Feb 26, 2026 |
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| Object Detection | PASCAL VOC 2007 | 50 | Jun 18, 2026 |
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| Object Detection | ARCADE real (test) | 49 | May 12, 2026 |
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| Object Detection | COCO | 49 | May 19, 2026 |
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| Salient Object Detection | RGBD135 (test) | 49 | Feb 26, 2026 |
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| Salient Object Detection | DAVIS S | 49 | Mar 4, 2026 |
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| Object Detection | DOTA | 49 | Mar 6, 2026 |
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| Object Detection | COCO mini 2017 (val) | 49 | Feb 26, 2026 |
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| Object Detection | COCO | 48 | May 13, 2026 |
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| Object Detection | Multi-center Internal real (test) | 48 | May 12, 2026 |
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| Object Detection | INRIA | 48 | Apr 27, 2026 |
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| Object Detection | PASCAL-VOC 07+12 | 48 | Feb 26, 2026 |
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| Object Detection | nuScenes (val) | 48 | Apr 3, 2026 |
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| Object Detection | IRV2V | 48 | Feb 26, 2026 |
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| Object Detection | BDD100K (test) | 48 | Mar 20, 2026 |
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| Object Detection | M3FD dataset | 48 | Feb 26, 2026 |
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| 3D Object Detection | KITTI cars (val) | 48 | Feb 26, 2026 |
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| Object Detection | Diverse Weather Datasets | 48 | Apr 30, 2026 |
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| Salient Object Detection | ORSSD 2019 (test) | 47 | Jul 7, 2026 |
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