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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 Reconstruction | ImageNet | 96 | Jun 12, 2026 | ||
| Classification | LUNG | 96 | May 6, 2026 | ||
| Question Answering | MedQA | 96 | Mar 4, 2026 | ||
| Audio-Visual Question Answering | MUSIC-AVQA 1.0 (test) | 96 | Feb 26, 2026 | ||
| Poisoned sample detection | TrojAI round 6 (test) |
| 96 |
| Feb 26, 2026 |
| Text-to-Image Retrieval | RSITMD (test) | 96 | Jul 8, 2026 |
|---|
| Image-to-Text Retrieval | RSITMD (test) | 96 | Jul 8, 2026 |
|---|
| Multimodal Summarization | MM-Sum low-resource 1.0 | 96 | Feb 27, 2026 |
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| Grayscale Image Denoising | BSD68 | 96 | Mar 30, 2026 |
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| Out-of-Distribution Detection | ImageNet-1k Textures ID OOD | 96 | Jun 17, 2026 |
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| Image Classification | ImageNet | 96 | Mar 10, 2026 |
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| Semantic Segmentation | Pascal VOC blended 2012 (train) | 96 | Feb 26, 2026 |
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| Image Super-resolution | Urban100 x3 (test) | 96 | May 26, 2026 |
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| Unconditional Image Generation | LSUN Bedrooms unconditional | 96 | Feb 26, 2026 |
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| Slide-level Classification | TCGA NSCLC (test) | 96 | May 26, 2026 |
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| Link Prediction | Enron (inductive) | 96 | May 18, 2026 |
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| Adversarial Attack | ILSVRC 2012 | 96 | Feb 26, 2026 |
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| Video Super-Resolution | REDS4 4x (test) | 96 | Feb 26, 2026 |
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| Few-Shot Semantic Segmentation | PASCAL-5i | 96 | Feb 26, 2026 |
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| 3D visual grounding | ScanRefer v1 (test) | 96 | May 29, 2026 |
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| Novel View Synthesis | LLFF (test) | 96 | Jun 2, 2026 |
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| Domain Generalization | TerraIncognita (test) | 96 | Jul 3, 2026 |
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| Visual Localization | The Extended CMU Seasons (test) | 96 | Feb 26, 2026 |
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| Video-to-Text Retrieval | LSMDC | 96 | Jun 18, 2026 |
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| Anomaly Segmentation | MVTec AD (test) | 96 | Jun 16, 2026 |
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