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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 |
|---|---|---|---|---|---|
| Text Embedding | MTEB Code v1 | 30 | Apr 21, 2026 | ||
| Student Action Prediction | Biotechnology Student Logs | 30 | Feb 26, 2026 | ||
| Denoising | CIN-D Outdoor Scenes | 30 | Feb 26, 2026 | ||
| Denoising | CIN-D Indoor Scenes | 30 | Feb 26, 2026 | ||
| Denoising | LSUN Bed + Cat Average (val) | 30 | Feb 26, 2026 | ||
| Action-Conditioned Temporal Grounded Reasoning |
|---|
| Know-Show 1.0 (test) |
| 30 |
| Feb 26, 2026 |
| High-Resolution Visual Reasoning | HR-Bench | 30 | Jun 1, 2026 |
|---|
| Referring Expression Comprehension | RefBench PRO | 30 | Feb 26, 2026 |
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| Semantic Segmentation | Pascal 1/4 labels VOC 2012 | 30 | Feb 26, 2026 |
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| Semantic Segmentation | Pascal 1/8 labeled VOC 2012 | 30 | Feb 26, 2026 |
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| Underwater Image Enhancement | SUIM-E (test) | 30 | Jun 16, 2026 |
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| Textual Explanation Generation | ImageNet 1K | 30 | Feb 26, 2026 |
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| Deepfake Detection | DFDC 10 (test) | 30 | Feb 26, 2026 |
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| Deepfake Detection | Celeb-DF 9 (test) | 30 | Feb 26, 2026 |
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| Visual Reasoning | V* | 30 | Jul 8, 2026 |
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| Monocular Depth Estimation | nuScenes (val) | 30 | Jun 23, 2026 |
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| Multi-view Point Map Estimation | NRGBD | 30 | May 21, 2026 |
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| Image Captioning | NWPU-Captions | 30 | Mar 11, 2026 |
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| Human Motion Reconstruction | AMASS (Protocol 1) | 30 | Jun 23, 2026 |
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| Image Classification | 11 image recognition datasets (Base classes) | 30 | May 12, 2026 |
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| Classification | PANDA | 30 | Apr 20, 2026 |
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| Image Retrieval | RSITMD | 30 | Feb 26, 2026 |
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| Sentence Retrieval | RSITMD | 30 | Feb 26, 2026 |
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| Image Retrieval | RSICD | 30 | Feb 26, 2026 |
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| Sentence Retrieval | RSICD | 30 | Feb 26, 2026 |
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