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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 |
|---|---|---|---|---|---|
| Grounded Text-to-Image Generation | COCO 2014 (val) | 26 | Feb 27, 2026 | ||
| Semantic Segmentation | COCO-20i 5-shot | 26 | Feb 26, 2026 | ||
| Object Detection | COCO-C | 26 | Mar 18, 2026 | ||
| Text-to-Image Retrieval | MSCOCO Caption | 26 | Feb 26, 2026 | ||
| Image-to-Text Retrieval | MSCOCO Caption | 26 | Feb 26, 2026 | ||
| Incremental Semantic Segmentation |
|---|
| COCO |
| 26 |
| Jun 4, 2026 |
| Multi-label Image Classification | MS-COCO | 26 | May 12, 2026 |
|---|
| Unsupervised image segmentation | COCO-Stuff (test) | 26 | Feb 26, 2026 |
|---|
| Instance Segmentation | MS COCO novel classes val5k (minival) | 26 | Feb 27, 2026 |
|---|
| Caption Retrieval | MS COCO Karpathy 5k (test) | 26 | Feb 26, 2026 |
|---|
| Semantic Segmentation | COCO-Stuff 9 (val) | 25 | Jun 15, 2026 |
|---|
| Object Detection Explanation Faithfulness | MS-COCO | 25 | May 19, 2026 |
|---|
| Image Captioning | COCO | 25 | May 19, 2026 |
|---|
| Object Hallucination Assessment | MSCOCO (500 random samples) | 25 | Apr 8, 2026 |
|---|
| Whole-body pose estimation | COCO-WholeBody (val) | 25 | Mar 16, 2026 |
|---|
| Semantic Segmentation | COCO | 25 | Jun 15, 2026 |
|---|
| Open-Vocabulary Segmentation | COCO-Object (COCO-O) (val) | 25 | Feb 26, 2026 |
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| Object Detection | COCO 70+10 scenario 2017 (val) | 25 | Mar 4, 2026 |
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| Object Detection | COCO 40+40 scenario 2017 (val) | 25 | Mar 4, 2026 |
|---|
| Region-level captioning | RefCOCOg | 25 | Apr 28, 2026 |
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| Object Detection | COCO open-vocabulary (test) | 25 | Feb 27, 2026 |
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| HOI Detection | V-COCO v1 (test) | 25 | Feb 26, 2026 |
|---|
| Referring Segmentation | RefCOCOg | 25 | Jul 8, 2026 |
|---|
| Object Composition | COCO | 25 | Feb 27, 2026 |
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| Object Detection | COCO | 25 | Mar 10, 2026 |
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