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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 |
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| Image Classification | CIFAR-100-LT Imbalance Factor 100 (test) | 56 | May 12, 2026 | ||
| Few-shot Object Classification | ScanObjectNN | 56 | Feb 26, 2026 | ||
| Panoptic Segmentation | nuScenes (val) | 56 | Mar 27, 2026 | ||
| Referring Video Object Segmentation | JHMDB-Sentences | 56 | Feb 26, 2026 | ||
| Univariate Forecasting | ETT | 56 | Feb 26, 2026 |
| Image Classification | ImageNet-C 1.0 (test) | 56 | Jul 7, 2026 |
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| Image Classification | ISIC | 56 | Jun 12, 2026 |
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| Multi-view Stereo | Tanks & Temples Intermediate | 56 | Apr 20, 2026 |
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| Image Reflection Removal | Real20 | 56 | Feb 26, 2026 |
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| Neural Architecture Search | Neural Design Spaces ImageNet | 56 | Feb 26, 2026 |
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| Unsupervised Video Object Segmentation | SegTrack v2 | 56 | Feb 26, 2026 |
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| Semantic Segmentation | Cityscapes-C (val) | 56 | Feb 26, 2026 |
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| Node Classification | wiki (test) | 56 | Jun 4, 2026 |
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| Segmentation | LiTS | 56 | May 13, 2026 |
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| Summarization | CNN/DM | 56 | Feb 26, 2026 |
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| Automatic Speech Recognition | SWITCHBOARD swbd | 56 | Jun 4, 2026 |
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| Machine Translation | WMT16 EN-RO (test) | 56 | Feb 26, 2026 |
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| Camouflaged Object Segmentation | CAMO (test) | 56 | Mar 10, 2026 |
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| Image Captioning | MS COCO (Karpathy) | 56 | Feb 26, 2026 |
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| Math Word Problem Solving | Math23K (5-fold cross-val) | 56 | Feb 26, 2026 |
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| Image Enhancement | Image Enhancement Speed (test) | 56 | Feb 26, 2026 |
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| Optic Flow Estimation | MVSEC (indoor_flying2) | 56 | May 26, 2026 |
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| Image Dehazing | Dense-Haze (test) | 56 | Jun 5, 2026 |
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| Visual tracking | UAV123 | 56 | May 6, 2026 |
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| Nested Named Entity Recognition | GENIA | 56 | Feb 26, 2026 |
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