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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 |
|---|---|---|---|---|---|
| Scene Parsing | NYUDv2 (test) | 35 | Feb 27, 2026 | ||
| Super-Resolution | Set5 4x | 35 | Mar 13, 2026 | ||
| Person Re-Identification | iLIDs | 35 | Feb 26, 2026 | ||
| Image Rescaling | Set14 | 35 | Feb 26, 2026 | ||
| Dialog Evaluation | Topical-Chat | 35 | Feb 26, 2026 | ||
| Class-incremental Learning | MNIST (test) |
| 35 |
| Feb 26, 2026 |
| Scene Recognition | SUN 397 (test) | 35 | Apr 23, 2026 |
|---|
| Anomaly Detection | FashionMNIST (test) | 35 | Feb 26, 2026 |
|---|
| Uncertainty Calibration | CIFAR-10-C | 35 | Feb 26, 2026 |
|---|
| Image Classification Robustness | CIFAR-10-P | 35 | Feb 26, 2026 |
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| Out-of-Distribution Detection | CIFAR-10 (in-dist) vs iSUN (out-of-dist) (test) | 35 | Apr 28, 2026 |
|---|
| Scene Text Recognition | IIIT 3000 (test) | 35 | Feb 26, 2026 |
|---|
| Network Classification | REDDIT-B | 35 | Feb 26, 2026 |
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| Network Classification | IMDB-B | 35 | Feb 26, 2026 |
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| Network Classification | NCI109 | 35 | Feb 26, 2026 |
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| Network Classification | NCI1 | 35 | Feb 26, 2026 |
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| Network Classification | PROTEINS | 35 | Feb 26, 2026 |
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| CCG Supertagging | CCGBank (test) | 35 | Feb 26, 2026 |
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| Multi-Class Out-of-Distribution Detection | CIFAR-10 (in-distribution) vs Textures (out-of-distribution) (test) | 35 | May 26, 2026 |
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| Trajectory Forecasting | Stanford Drone Dataset | 35 | Feb 26, 2026 |
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| Image Classification | ImageNet 1k (val) | 35 | Feb 26, 2026 |
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| Word Sense Disambiguation | SensEval-2 (test) | 35 | Feb 26, 2026 |
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| Layout-to-Image Synthesis | Visual Genome (VG) (test) | 35 | Feb 26, 2026 |
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| Facial Expression Recognition | AFEW (test) | 35 | Feb 26, 2026 |
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| Visual Localization | RobotCar Seasons (night) | 35 | Feb 27, 2026 |
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