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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 |
|---|---|---|---|---|---|
| Object Hallucination Evaluation | MSCOCO CHAIR | 27 | Feb 26, 2026 | ||
| Image-Text Retrieval | COCO | 27 | May 13, 2026 | ||
| Object Hallucination Mitigation | MSCOCO 2014 (val) | 27 | Feb 26, 2026 | ||
| Membership Inference | MS-COCO | 27 | Jul 7, 2026 | ||
| Referring Segmentation | refCOCOg U (val) | 27 | Jul 8, 2026 | ||
| Object Detection |
|---|
| MS-COCO 20 novel VOC classes |
| 27 |
| Feb 26, 2026 |
| Object Detection | MS-COCO 2017 (val) | 27 | Feb 27, 2026 |
|---|
| Weakly-supervised semantic segmentation | MS COCO 2014 (val) | 27 | Feb 26, 2026 |
|---|
| Single-object discovery | COCO 20k | 27 | May 13, 2026 |
|---|
| Image Captioning | COCO (test) | 27 | Feb 26, 2026 |
|---|
| Object Hallucination Evaluation | POPE averaged across MS-COCO, A-OKVQA, and GQA (test) | 26 | May 25, 2026 |
|---|
| Generalized Referring Image Segmentation | gRefCOCO (val) | 26 | May 20, 2026 |
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| Whole-body pose estimation | COCO-WholeBody 1.0 2017 (val) | 26 | Mar 11, 2026 |
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| Homography estimation | PDSCOCO (test) | 26 | Mar 5, 2026 |
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| Semantic Segmentation | COCO-EA | 26 | Mar 4, 2026 |
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| Text Generation | MSCOCO | 26 | Feb 26, 2026 |
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| Bayesian Optimization | 50 optimization problems COCO, BoTorch, Bayesmark (aggregated) | 26 | Feb 26, 2026 |
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| Localization | RefCOCOg (val) | 26 | Feb 26, 2026 |
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| Localization | RefCOCO+ (testB) | 26 | Feb 26, 2026 |
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| Localization | RefCOCO+ (testA) | 26 | Feb 26, 2026 |
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| Image Captioning | MSCOCO | 26 | May 15, 2026 |
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| Unsupervised Object Segmentation | COCO | 26 | Feb 26, 2026 |
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| Image-to-Text Retrieval | COCO (test) | 26 | May 13, 2026 |
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| Image Captioning | COCO (test) | 26 | Apr 2, 2026 |
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| Few-Shot Object Detection | MS-COCO | 26 | Feb 26, 2026 |
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