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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 |
|---|---|---|---|---|---|
| Super-Resolution | CUFED5 (test) | 38 | Feb 26, 2026 | ||
| Short Text Clustering | AgNews | 38 | Feb 26, 2026 | ||
| Image Generation | FFHQ 256x256 (test) | 38 | May 12, 2026 | ||
| Out-of-distribution Detection | CIFAR-10 vs SVHN | 38 | May 28, 2026 | ||
| Depth Completion | KITTI depth completion (val) | 38 | Apr 23, 2026 | ||
| Depth Super-Resolution |
| Middlebury 2005 (test) |
| 38 |
| Feb 26, 2026 |
| Snitch Localization | CATER (test) | 38 | Feb 26, 2026 |
|---|
| LiDAR Panoptic Segmentation | SemanticKITTI (val) | 38 | Mar 17, 2026 |
|---|
| Named Entity Recognition | WNUT 2016 | 38 | Apr 23, 2026 |
|---|
| Traffic Forecasting | PeMSD4 | 38 | Apr 1, 2026 |
|---|
| Continuous Control | DMControl 100k | 38 | Mar 13, 2026 |
|---|
| Multi-Object Tracking | MOT15 (test) | 38 | Feb 26, 2026 |
|---|
| Video Reconstruction | HQF | 38 | Feb 26, 2026 |
|---|
| Environmental Sound Classification | ESC-50 (5-fold cross-validation) | 38 | Apr 10, 2026 |
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| Reading Comprehension | SQuAD v2 | 38 | Jul 8, 2026 |
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| Image Classification | CARS196 (test) | 38 | Feb 26, 2026 |
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| RGBD Saliency Detection | SIP | 38 | Feb 26, 2026 |
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| Image Retrieval | In-Shop (test) | 38 | Feb 26, 2026 |
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| Point Cloud Registration | ETH | 38 | Feb 26, 2026 |
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| 3D Object Detection | KITTI new (40 recall positions) (test) | 38 | Feb 26, 2026 |
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| Open-domain Question Answering | WebQuestions (WQ) Open-QA (test) | 38 | Feb 26, 2026 |
|---|
| Pedestrian Trajectory Prediction | ETH (test) | 38 | May 19, 2026 |
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| Video-to-Text Retrieval | MSR-VTT (Full) | 38 | Feb 27, 2026 |
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| Visual Storytelling | VIST (test) | 38 | Feb 26, 2026 |
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| Lip-reading Classification | LRW (test) | 38 | Feb 26, 2026 |
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