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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 | miniImageNet 5-way 1-shot (meta-test) | 41 | Feb 26, 2026 | ||
| Text Spotting | CTW1500 | 41 | Apr 23, 2026 | ||
| Offline Reinforcement Learning | D4RL Gym hopper-medium-expert | 41 | May 29, 2026 | ||
| Road Segmentation | DeepGlobe | 41 | May 11, 2026 | ||
| Speech Translation | MuST-C EN-DE (test-COMMON) |
| 41 |
| Feb 26, 2026 |
| Scene Graph Detection | VG150 (test) | 41 | Feb 26, 2026 |
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| Neural Architecture Search | CIFAR-10 (test) | 41 | Mar 25, 2026 |
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| Word similarity | RG-65 | 41 | Apr 14, 2026 |
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| Image Denoising | Set5 (test) | 41 | Apr 15, 2026 |
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| Video Quality Assessment | YouTube-UGC (test) | 41 | May 6, 2026 |
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| Space-Time Video Super-Resolution | Vid4 | 41 | Mar 6, 2026 |
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| Super-Resolution | Flickr1024 ((Left + Right) / 2) | 41 | Feb 26, 2026 |
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| Sentence Simplification | TurkCorpus English (test) | 41 | Feb 26, 2026 |
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| Instance Segmentation | COCO non-VOC categories | 41 | Feb 26, 2026 |
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| Image Generation | CIFAR-100 (10% data) | 41 | Feb 26, 2026 |
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| Image Generation | CIFAR-100 (20% data) | 41 | Feb 26, 2026 |
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| Image Classification | CIFAR-LT-100 Imbalance Factor 10 (test) | 41 | Feb 26, 2026 |
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| Task Incremental Learning | CIFAR-100 | 41 | May 20, 2026 |
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| Gaussian Denoising | KODAK | 41 | Feb 26, 2026 |
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| Multi-label Classification | NIH Chest X-ray | 41 | Jun 11, 2026 |
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| Referring Expression Grounding | RefCOCO (testB) | 41 | Jun 9, 2026 |
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| Referring Expression Grounding | RefCOCO (testA) | 41 | Jun 9, 2026 |
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| Node Classification | Cora v1 (test) | 41 | Feb 26, 2026 |
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| Online Action Detection | TVSeries (test) | 41 | Feb 26, 2026 |
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| Image Classification | ImageNet Real labels v1 (test) | 41 | Feb 26, 2026 |
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