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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 |
|---|---|---|---|---|---|
| Class-Incremental Learning | CIFAR100-LT rho=100 (test) | 48 | Feb 26, 2026 | ||
| Adversarial Attack | ImageNet-1K | 48 | Feb 26, 2026 | ||
| Image Matching | COCO (val) | 48 | Feb 26, 2026 | ||
| Object Detection | nuScenes (val) | 48 | Apr 3, 2026 | ||
| Image Denoising | Urban100 | 48 | Jun 23, 2026 | ||
| Semi-supervised Image Classification |
| CIFAR100-LT (test) |
| 48 |
| Feb 26, 2026 |
| Stereo Matching | KITTI 2015 (all pixels) | 48 | Apr 13, 2026 |
|---|
| Backdoor Detection | GTSRB | 48 | May 7, 2026 |
|---|
| Text-to-Image Retrieval | CC152K | 48 | Feb 26, 2026 |
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| Image-to-Text Retrieval | CC152K | 48 | Feb 26, 2026 |
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| Classification | JA | 48 | May 1, 2026 |
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| Confidence interval construction | synthetic datasets #1 | 48 | Feb 26, 2026 |
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| Robust Classification | ImageNet standard (test) | 48 | Feb 26, 2026 |
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| Deepfake Detection | Celeb-DF | 48 | Apr 21, 2026 |
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| Few-shot Transfer Classification | ModelNet40 | 48 | Feb 26, 2026 |
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| Robot State Regression | Robot State Regression (test) | 48 | Feb 26, 2026 |
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| Prediction | Server Room | 48 | Feb 26, 2026 |
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| Prediction | CA Traffic | 48 | Feb 26, 2026 |
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| Prediction | CA Weather | 48 | Feb 26, 2026 |
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| Image Generation | ImageNet 64x64 (val) | 48 | Feb 26, 2026 |
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| Object Detection | IRV2V | 48 | Feb 26, 2026 |
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| Object Detection | BDD100K (test) | 48 | Mar 20, 2026 |
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| Backdoor Trigger Detection | SST-2 | 48 | Jul 1, 2026 |
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| Question Answering | NaturalQuestions filtered (dev) | 48 | Feb 26, 2026 |
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| Continuous Robot Control | Ant v3 (test) | 48 | Feb 26, 2026 |
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