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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 |
|---|---|---|---|---|---|
| Video Instance Segmentation | OVIS (val) | 317 | Jun 19, 2026 | ||
| Image Super-resolution | Urban100 x4 (test) | 316 | Jun 19, 2026 | ||
| Image Classification | CUB-200-2011 (test) |
| 316 |
| Jun 30, 2026 |
| Image Classification | DTD (test) | 316 | May 25, 2026 |
|---|
| 3D Human Pose Estimation | Human3.6M (Protocol 2) | 315 | Feb 27, 2026 |
|---|
| Time Series Forecasting | ETTh2 (test) | 314 | Jul 3, 2026 |
|---|
| Fine-grained Visual Classification | FGVC-Aircraft (test) | 312 | Mar 18, 2026 |
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| Text-to-Image Retrieval | MSCOCO 5K (test) | 312 | Apr 21, 2026 |
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| Image Quality Assessment | SPAQ | 311 | Jul 1, 2026 |
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| Text Classification | TREC | 311 | Jun 11, 2026 |
|---|
| Graph Classification | DD | 309 | Jun 26, 2026 |
|---|
| Hallucination Evaluation | MMHal-Bench | 309 | Jun 30, 2026 |
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| Streaming Video Understanding | StreamingBench | 308 | Jul 7, 2026 |
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| Change Detection | LEVIR-CD | 308 | Jul 7, 2026 |
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| Language Understanding | MMLU | 307 | Jun 29, 2026 |
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| Natural Language Visual Reasoning | NLVR2 (dev) | 307 | Mar 18, 2026 |
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| 3D Point Cloud Classification | ModelNet40 (test) | 307 | Jun 18, 2026 |
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| Generalized Zero-Shot Learning | CUB | 307 | Mar 24, 2026 |
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| Camouflaged Object Detection | COD10K (test) | 306 | Jun 4, 2026 |
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| Semantic Segmentation | Cityscapes (val) | 306 | Jun 15, 2026 |
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| Document Classification | RVL-CDIP (test) | 306 | Feb 26, 2026 |
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| Sentiment Analysis | IMDB (test) | 306 | May 19, 2026 |
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| Referring Expression Segmentation | RefCOCO+ (testA) | 305 | Jul 7, 2026 |
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| Visual Place Recognition | MSLS (val) | 305 | Jun 2, 2026 |
|---|
| Zero-shot Reasoning | Reasoning Suite Zero-shot (PIQA, HellaSwag, WinoGrande, ARC-e, ARC-c) (val test) | 305 | Jun 15, 2026 |
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