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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 |
|---|---|---|---|---|---|
| Text-to-Image Generation | COCO 256 x 256 2014 (val) | 37 | Feb 26, 2026 | ||
| Object Detection | MS COCO (train val) | 37 | Feb 26, 2026 | ||
| Referring Expression Grounding | RefCOCOg (test) | 37 | Jun 9, 2026 | ||
| Object Hallucination Assessment | COCO 500 images | 36 | May 28, 2026 | ||
| Image Captioning | MS COCO | 36 | Apr 2, 2026 |
| Image Captioning | COCO | 36 | Mar 31, 2026 |
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| Pricing optimization | Philippines cocoa liquor dataset (test) | 36 | Feb 26, 2026 |
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| Panoptic Segmentation | COCO 2017 | 36 | Feb 26, 2026 |
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| Safety Evaluation | CocoNot | 36 | Feb 26, 2026 |
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| Hallucination Evaluation | MSCOCO (val) | 36 | Feb 26, 2026 |
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| Image Captioning | MS COCO 2014 (val) | 36 | Apr 13, 2026 |
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| Few-Shot Segmentation | MS COCO | 36 | Feb 26, 2026 |
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| Image Captioning | COCO Captioning | 35 | Apr 28, 2026 |
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| Object Hallucination Evaluation | MSCOCO | 35 | Mar 31, 2026 |
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| Text-to-image generation | MSCOCO 30k samples 2014 (val) | 35 | Mar 5, 2026 |
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| Object Hallucination | COCO captions 2014 (val) | 35 | Mar 5, 2026 |
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| Text-to-Image Retrieval | MS-COCO 5-fold 1K (test) | 35 | Jul 3, 2026 |
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| Image-to-Text Retrieval | MS-COCO 5-fold 1K (test) | 35 | Jul 3, 2026 |
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| Image-to-Sentence Retrieval | MS-COCO 5K full (test) | 35 | Feb 26, 2026 |
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| Object Detection | COCO-O | 35 | Mar 31, 2026 |
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| Text-to-Image Synthesis | MS-COCO (val) | 35 | Feb 26, 2026 |
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| Referring Expression Segmentation | RefCOCO+ UMD (testB) | 34 | May 28, 2026 |
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| Referring Expression Segmentation | RefCOCO+ UMD (testA) | 34 | May 28, 2026 |
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| Referring Expression Segmentation | RefCOCO+ UMD (val) | 34 | May 28, 2026 |
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| Referring Expression Segmentation | RefCOCO UMD (testB) | 34 | May 28, 2026 |
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