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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 | COCO-Stuff 27 | 67 | May 28, 2026 | ||
| Visual Question Answering | VQA-RAD | 67 | Jun 25, 2026 | ||
| Univariate time-series forecasting | ETTm1 | 67 | Jun 8, 2026 | ||
| Image Classification | CIFAR100 IDN (test) | 67 | Feb 26, 2026 | ||
| Image Classification | CIFAR10 IDN (test) |
| 67 |
| Feb 26, 2026 |
| Summarization | CNN Daily Mail | 67 | Feb 27, 2026 |
|---|
| Anomaly Detection | MVTec AD 1.0 (test) | 67 | Mar 25, 2026 |
|---|
| Anomaly Segmentation | Fishyscapes Static (val) | 67 | Jul 7, 2026 |
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| Object Detection | DroneVehicle | 67 | Jul 7, 2026 |
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| Image Classification | ImageNet Real (test) | 67 | Feb 26, 2026 |
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| Image Dehazing | NH-HAZE | 67 | Jul 3, 2026 |
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| WSI Classification | TCGA lung cancer dataset (test) | 67 | Feb 26, 2026 |
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| Class Incremental Learning | CIFAR100 B50 (test) | 67 | Feb 26, 2026 |
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| Person Re-identification | DukeMTMC-reID to Market1501 | 67 | Feb 26, 2026 |
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| Hateful Meme Detection | Hateful Memes (test) | 67 | May 8, 2026 |
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| Image Classification | Digits-Five | 67 | May 6, 2026 |
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| Object Detection | Foggy Cityscapes (val) | 67 | Feb 26, 2026 |
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| Passage retrieval | TriviaQA (test) | 67 | Feb 26, 2026 |
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| Depth Completion | KITTI (test) | 67 | Feb 26, 2026 |
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| Sentence Retrieval | MSCOCO 5k (test) | 67 | Feb 26, 2026 |
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| Out-of-distribution Detection | CIFAR-100 (in-distribution) / LSUN (out-of-distribution) (test) | 67 | Feb 26, 2026 |
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| Aspect-level Sentiment Classification | SemEval Restaurant 2014 (test) | 67 | Feb 27, 2026 |
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| Question Answering | WebQuestions (WebQs) | 67 | Feb 26, 2026 |
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| Scene Text Recognition | IC03 | 67 | Feb 27, 2026 |
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| 5-way Image Classification | MiniImagenet | 67 | Feb 26, 2026 |
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