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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 |
|---|---|---|---|---|---|
| Time Series Forecasting | ETTh2 -> ETTh1 (test) | 55 | Feb 26, 2026 | ||
| Class-Incremental Learning | VTAB | 55 | May 22, 2026 | ||
| Reranking | TREC 2020 (test) | 55 | Feb 26, 2026 | ||
| Image Classification | ImageNet 1K (test) | 55 | Feb 26, 2026 | ||
| Image Classification | CMNIST (test) | 55 | Feb 27, 2026 | ||
| Underwater Image Enhancement |
| LSUI (test) |
| 55 |
| Apr 20, 2026 |
| Physical Activity Recognition | PAMAP2 | 55 | Apr 14, 2026 |
|---|
| Table Question Answering | WikiSQL | 55 | Jun 30, 2026 |
|---|
| Link prediction | Pubmed | 55 | Jun 19, 2026 |
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| Text-to-SQL | BIRD (test) | 55 | Jul 7, 2026 |
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| Low-light image enhancement | SMID | 55 | May 14, 2026 |
|---|
| Image Editing | PIE-Bench (test) | 55 | Mar 24, 2026 |
|---|
| Text Classification | CR | 55 | Apr 21, 2026 |
|---|
| Semantic Segmentation | GTA to Cityscapes (val) | 55 | Mar 17, 2026 |
|---|
| Image Registration | DirLab | 55 | Feb 26, 2026 |
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| Anomaly Detection | DTD | 55 | May 21, 2026 |
|---|
| Medical Image Segmentation | AMOS 5% labeled | 55 | Jul 9, 2026 |
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| Semi-supervised Video Object Segmentation | DAVIS 2017 (val) | 55 | Jul 7, 2026 |
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| Domain Generalization | DomainBed (out-of-domain) | 55 | May 11, 2026 |
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| Vectorized HD Map Learning | Argoverse 2 (val) | 55 | Jul 1, 2026 |
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| 3D Semantic Segmentation | nuScenes (val) | 55 | May 12, 2026 |
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| Image Classification | ImageNet-1k 1.0 (val) | 55 | Feb 26, 2026 |
|---|
| Animal Pose Estimation | AP-10K (test) | 55 | Feb 26, 2026 |
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| Information Extraction | FUNSD (test) | 55 | Feb 26, 2026 |
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| Video Compression | UVG | 55 | Jun 23, 2026 |
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