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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 |
|---|---|---|---|---|---|
| Image Classification | CIFAR-100 VGG-11 (test) | 61 | Feb 26, 2026 | ||
| Video Compression | HEVC Class C | 61 | Mar 11, 2026 | ||
| Video Polyp Segmentation | SUN-SEG Easy (Unseen) | 61 | Jul 1, 2026 | ||
| Keyword Spotting | Speech Commands V2 | 61 | Feb 26, 2026 | ||
| Semantic Segmentation | PASCAL-5i (fold0-3) | 61 | Feb 26, 2026 | ||
| Offline Reinforcement Learning |
| D4RL Hopper-medium-expert v2 |
| 61 |
| Jun 2, 2026 |
| Semantic Segmentation | PASCAL-Context | 61 | Jun 16, 2026 |
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| Class-conditional image synthesis | ImageNet 256x256 (val) | 61 | Feb 26, 2026 |
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| Video Question Answering | MSRVTT-MC | 61 | Feb 26, 2026 |
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| 3D Object Detection | KITTI (test) | 61 | Feb 26, 2026 |
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| Image Generation | LSUN Church 256x256 (test) | 61 | May 12, 2026 |
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| OOD Detection | ImageNet-1K OOD (Average: OpenImage-O, Texture, iNaturalist, ImageNet-O) 1.0 (test) | 61 | Feb 26, 2026 |
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| Gaussian color image denoising | Urban100 (test) | 61 | Feb 26, 2026 |
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| Graph Clustering | Pubmed | 61 | Jul 8, 2026 |
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| Node Classification | Cite semi-supervised | 61 | Feb 26, 2026 |
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| Anomaly Segmentation | Fishyscapes Lost & Found (test) | 61 | Feb 26, 2026 |
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| Poisson Image Denoising | BSD68 | 61 | Feb 26, 2026 |
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| Anomaly Detection | shuttle | 61 | Mar 31, 2026 |
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| Image Classification | CIFAR-10-C (test) | 61 | Jun 23, 2026 |
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| Image Classification | CIFAR-100 synthetic noise (test) | 61 | Feb 26, 2026 |
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| Visual Localization | 7Scenes (test) | 61 | Mar 18, 2026 |
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| Image Denoising | LIVE1 | 61 | Feb 26, 2026 |
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| Multiview Pedestrian Detection | Wildtrack (test) | 61 | Jul 2, 2026 |
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| Action Recognition | HMDB51 | 61 | Feb 26, 2026 |
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| Image Classification | CIFAR-100-LT (Imbalance Ratio 50) | 61 | Feb 26, 2026 |
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