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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 |
|---|---|---|---|---|---|
| Class-Incremental Learning | CUB-200 Split | 45 | May 13, 2026 | ||
| Semantic Segmentation | PASCAL-5^i (val) | 45 | Feb 26, 2026 | ||
| Full-Reference Image Quality Assessment | LIVE | 45 | Mar 17, 2026 | ||
| Dialogue State Tracking | MultiWOZ 2.4 (test) | 45 | Feb 26, 2026 | ||
| Medical Image Segmentation | FLARE | 45 | Jun 9, 2026 | ||
| Pascal VOC |
| 45 |
| Feb 26, 2026 |
| Image Denoising | KODAK | 45 | Feb 26, 2026 |
|---|
| Named Entity Recognition | FabNER | 45 | Apr 20, 2026 |
|---|
| Video Grounding | TACOS | 45 | Feb 26, 2026 |
|---|
| Image Classification | ImageNet | 45 | Feb 26, 2026 |
|---|
| Text-to-Image Retrieval | MS-COCO 5K | 45 | Jul 3, 2026 |
|---|
| Question Answering | PubMedQA PQA-L (test) | 45 | May 7, 2026 |
|---|
| Tracking | OTB99 | 45 | May 11, 2026 |
|---|
| 3D Object Detection | KITTI (val) | 45 | May 18, 2026 |
|---|
| View synthesis quality | NeRF Synthetic v1 (test) | 45 | Feb 26, 2026 |
|---|
| Regression | Year | 45 | May 15, 2026 |
|---|
| Image Classification | ImageNet-1k 1.0 (val) | 45 | Jun 2, 2026 |
|---|
| Graph Classification | IMDB-M (test) | 45 | Feb 26, 2026 |
|---|
| Scene Classification | NWPU 20% training ratio 45 classes (test) | 45 | Feb 26, 2026 |
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| Image Classification | CIFAR100 | 45 | Apr 1, 2026 |
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| Image Classification | KITTI | 45 | Feb 26, 2026 |
|---|
| Graph-level regression | ZINC full (test) | 45 | Feb 26, 2026 |
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| Image Denoising | FMD raw (test) | 45 | Feb 26, 2026 |
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| Image Deraining | SPA-Data | 45 | May 4, 2026 |
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| Video Retrieval | FIVR-200K | 45 | Feb 26, 2026 |
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