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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 Quality Assessment | PIPAL NTIRE 2021 IQA Challenge (test) | 32 | Feb 26, 2026 | ||
| 3D semantic segmentation | S3DIS Area 5 (test) | 32 | Feb 27, 2026 | ||
| Generic Event Boundary Detection | TAPOS (val) | 32 | Jun 4, 2026 | ||
| Selective Classification | CIFAR-100 (test) | 32 | Feb 26, 2026 | ||
| Object Detection | Radiate (test) | 32 | Feb 26, 2026 |
| View Synthesis | UrbanScene3D Sci-Art | 32 | Apr 13, 2026 |
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| Passage Ranking | TREC DL 2019 | 32 | Apr 7, 2026 |
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| Vision-and-Language Navigation | RxR (Room-Across-Room) unseen (val) | 32 | Mar 19, 2026 |
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| Medical Image Segmentation | BraTS 2020 (test) | 32 | Jul 7, 2026 |
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| Semantic Segmentation | blender PASCAL VOC 2012 (val) | 32 | Feb 26, 2026 |
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| Multi-View Detection | WildTrack | 32 | Mar 26, 2026 |
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| 3D Object Detection | Waymo LEVEL 2 | 32 | Mar 27, 2026 |
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| Multi-label image recognition | Pascal VOC 2007 | 32 | May 26, 2026 |
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| Semantic Segmentation | Pascal VOC PseudoSeg setting (1.4k images) (val) | 32 | Feb 26, 2026 |
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| Image Classification | CIFAR-100 (test) | 32 | Feb 26, 2026 |
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| RGB-D Saliency Detection | SSD | 32 | Feb 26, 2026 |
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| RGB-D Saliency Detection | DES | 32 | Feb 26, 2026 |
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| RGB-D Saliency Detection | NJU2K | 32 | Feb 26, 2026 |
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| Super-resolution | FFHQ (test) | 32 | May 13, 2026 |
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| Action Phase Classification | COIN | 32 | Feb 26, 2026 |
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| CT Reconstruction | LIDC (test) | 32 | Mar 31, 2026 |
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| Color Image Denoising | BSD68 (test) | 32 | Feb 26, 2026 |
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| Unsupervised Video Object Segmentation | DAVIS 2016 | 32 | May 29, 2026 |
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| Aspect Sentiment Triplet Extraction | 16Rest ASTE-DATA-V2 (test) | 32 | Feb 26, 2026 |
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| Aspect Sentiment Triplet Extraction | 15Rest ASTE-DATA-V2 (test) | 32 | Feb 26, 2026 |
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