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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 | PASCAL VOC Novel Set 2 2007+2012 | 75 | Feb 27, 2026 | ||
| Object Detection | PASCAL VOC 2007+2012 (Novel Set 1) | 75 | Feb 27, 2026 | ||
| 3D Object Detection | KITTI Pedestrian (test) | 75 | Mar 19, 2026 | ||
| Salient Object Detection | DUTS | 74 | Jul 1, 2026 | ||
| Object Detection | BDD100K (val) |
| 73 |
| Jun 24, 2026 |
| Object Detection | UAVDT (test) | 73 | Jul 7, 2026 |
|---|
| Object Detection | Cityscapes -> Foggy Cityscapes | 73 | Mar 20, 2026 |
|---|
| Open-Set Object Detection | Cityscapes → Foggy Cityscapes (val) | 72 | Apr 14, 2026 |
|---|
| Camouflaged Object Detection | NC4K | 72 | Apr 21, 2026 |
|---|
| Object Detection | HRSC 2016 (test) | 72 | Feb 26, 2026 |
|---|
| Open-Vocabulary Object Detection | OV-LVIS | 71 | May 28, 2026 |
|---|
| RGB-T Salient Object Detection | VT1000 | 71 | Jul 1, 2026 |
|---|
| RGB-T Salient Object Detection | VT821 | 71 | Jul 1, 2026 |
|---|
| Object Detection | PASCAL VOC Set 3 (novel) | 71 | Feb 26, 2026 |
|---|
| Object Detection | PASCAL VOC Novel Set 1 | 71 | Feb 26, 2026 |
|---|
| RGB-D Salient Object Detection | NLPR (test) | 71 | Feb 26, 2026 |
|---|
| 3D Object Detection | V2XSet | 70 | Mar 23, 2026 |
|---|
| Object Detection | COCO standard (5% labeled) | 70 | Feb 27, 2026 |
|---|
| Object Detection | Clipart1k (test) | 70 | Feb 27, 2026 |
|---|
| Object Detection | ScanNet v2 (test) | 70 | Feb 26, 2026 |
|---|
| Object Detection | VOC 2012 (test) | 69 | Mar 4, 2026 |
|---|
| Salient Object Detection | HKU-IS 4,447 images (test) | 69 | Jul 7, 2026 |
|---|
| 3D Object Detection Classification Calibration | nuScenes v1.0-trainval (val) | 68 | May 8, 2026 |
|---|
| Salient Object Detection | ECSSD 1,000 images (test) | 68 | May 26, 2026 |
|---|
| Camouflaged Object Detection | CHAMELEON (test) | 67 | Apr 21, 2026 |
|---|