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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 |
|---|---|---|---|---|---|
| Semantic Segmentation | nuScenes | 40 | Mar 26, 2026 | ||
| Few-Shot Segmentation | PASCAL VOC | 40 | Feb 26, 2026 | ||
| Image Classification | ImageNet 1K (train val) | 40 | May 26, 2026 | ||
| Texture Classification | FMD (Flickr Material Database) | 40 | May 28, 2026 | ||
| Face Anonymization | CelebA-HQ official (test) | 40 | Apr 21, 2026 | ||
| Fine-grained Image Classification |
|---|
| Aircraft (test) |
| 40 |
| Feb 26, 2026 |
| Aspect Sentiment Triplet Extraction | 14LAP (test) | 40 | Apr 13, 2026 |
|---|
| Anomaly Segmentation | MVTec 3D-AD | 40 | Jun 29, 2026 |
|---|
| Relative Repeatability | Redwood | 40 | Feb 26, 2026 |
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| Knowledge Base Question Answering | GrailQA | 40 | Jun 2, 2026 |
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| Backdoor Defense | ImageNet-12 (test) | 40 | Feb 26, 2026 |
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| Object Detection | PASCAL VOC 5 novel classes (Novel Set 1) | 40 | Feb 26, 2026 |
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| Node classification | Wikipedia | 40 | May 29, 2026 |
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| Text-to-Image Retrieval | MUGE | 40 | Feb 26, 2026 |
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| Binary Classification | cylinder-bands (CB) (test) | 40 | Feb 26, 2026 |
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| Binary Classification | dresses-sales (DS) (test) | 40 | Feb 26, 2026 |
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| Image Classification | Cross-dataset generalization suite ImageNet to 10 fine-grained datasets | 40 | Feb 26, 2026 |
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| Group Robustness | CivilComments-WILDS (test) | 40 | Feb 26, 2026 |
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| Action Recognition | UAV Human (test) | 40 | Feb 26, 2026 |
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| Super-Resolution | B100 x4 | 40 | May 19, 2026 |
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| Offline rendering | NeRF Synthetic (test) | 40 | Feb 26, 2026 |
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| Interpretability Evaluation | MS COCO | 40 | Feb 26, 2026 |
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| Place Recognition | B.D. | 40 | Feb 26, 2026 |
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| Place Recognition | R.A. | 40 | Feb 26, 2026 |
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| Few-shot Named Entity Recognition | Few-NERD Intra (test) | 40 | Feb 26, 2026 |
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