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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 |
|---|---|---|---|---|---|
| Face Normal Estimation | Photoface (test) | 32 | Feb 26, 2026 | ||
| Person Re-Identification | PRID (test) | 32 | Feb 26, 2026 | ||
| Image Reconstruction | DIV2K (val) | 32 | Apr 27, 2026 | ||
| Image-to-Image Translation | CelebA-HQ | 32 | May 19, 2026 | ||
| Extractive Summarization | PubMed (test) | 32 | Feb 26, 2026 | ||
| Image Demoireing |
| TIP 2018 (test) |
| 32 |
| Jul 8, 2026 |
| Deep Metric Learning | SOP (test) | 32 | Feb 26, 2026 |
|---|
| Low-light image enhancement | SID (test) | 32 | Mar 12, 2026 |
|---|
| Image Classification | CIFAR-100 Sym-50% (test) | 32 | Feb 26, 2026 |
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| Nuclear Instance Segmentation | CoNSeP | 32 | Mar 10, 2026 |
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| Open Information Extraction | OIE 2016 (test) | 32 | Feb 26, 2026 |
|---|
| Continual Learning | Permuted MNIST | 32 | May 18, 2026 |
|---|
| Point Cloud Completion | ShapeNet seen categories | 32 | Feb 26, 2026 |
|---|
| Emotion Detection | MELD (test) | 32 | Feb 26, 2026 |
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| Named Entity Recognition | JNLPBA (test) | 32 | May 13, 2026 |
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| Weakly supervised object localization | ImageNet | 32 | Feb 26, 2026 |
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| Indoor Scene Segmentation | S3DIS (6-fold val) | 32 | Feb 26, 2026 |
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| Object Part Segmentation | ShapeNet Parts 50 (test) | 32 | Jun 11, 2026 |
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| Visual Question Answering | GQA (val) | 32 | Mar 19, 2026 |
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| Silhouette prediction | Blobby dataset (test) | 32 | Feb 26, 2026 |
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| Silhouette Prediction | Blobby | 32 | Feb 26, 2026 |
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| Depth Estimation | KITTI improved ground truth 2015 (93% Eigen split) | 32 | Feb 26, 2026 |
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| White-box Adversarial Robustness | MNIST (test) | 32 | Feb 26, 2026 |
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| Fact Verification | FEVER (test) | 32 | Feb 26, 2026 |
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| Early Action Recognition | EPIC-KITCHENS (val) | 32 | Feb 26, 2026 |
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