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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 |
|---|---|---|---|---|---|
| Referring Expression Segmentation | RefCOCO UMD partition (test A) | 34 | May 28, 2026 | ||
| Image Understanding | Image Understanding Suite (TextVQA, ChartQA, MMStar, MMBench, MMVet, MME, RealWorldQA, COCO) | 34 | Feb 26, 2026 | ||
| Text-to-image generation | COCO 2014 | 34 | May 11, 2026 | ||
| Text-to-Image Generation | MS-COCO 5K 2017 (val) | 34 | Feb 26, 2026 | ||
| Text-to-Image Generation | MS-COCO 5k samples Stable Diffusion v1.5 (test) |
| 34 |
| Feb 26, 2026 |
| Semantic Segmentation | COCO-Object with background class | 34 | Apr 23, 2026 |
|---|
| Few-shot Object Detection | MS-COCO 30-shot (novel classes) | 34 | Feb 26, 2026 |
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| Few-shot Object Detection | MS-COCO 10-shot (novel classes) | 34 | Feb 26, 2026 |
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| Text Retrieval | MS-COCO 5-fold 1K (test) | 33 | Jun 4, 2026 |
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| Multi-image retrieval | MS-COCO Adversarial | 33 | May 13, 2026 |
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| Text Retrieval | MSCOCO | 33 | Mar 6, 2026 |
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| Multi-task Adversarial Attack Evaluation | COCO, Flickr30k, TextVQA, VQAv2, POPE | 33 | Feb 26, 2026 |
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| Object Detection | MSCOCO 2017 (val) | 33 | Feb 26, 2026 |
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| Generalized Referring Expression Segmentation | gRefCOCO v1 (val) | 33 | Feb 26, 2026 |
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| Image Reconstruction | MS-COCO 2017 (val) | 33 | Jun 1, 2026 |
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| Node Classification | COCO-SP LRGB (test) | 33 | Apr 7, 2026 |
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| Instance Segmentation | MS COCO 2014 (val) | 33 | Feb 26, 2026 |
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| Image-to-Text Retrieval | MSCOCO (test) | 33 | Feb 26, 2026 |
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| Unsupervised single object discovery | COCO20K 2014 (train) | 33 | Feb 26, 2026 |
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| Object Detection | MS-COCO 5% labeled protocol | 33 | Feb 26, 2026 |
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| Object Detection | MS-COCO 1% labeled protocol | 33 | Feb 26, 2026 |
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| Scene Text Recognition | COCO-Text (test) | 33 | Feb 26, 2026 |
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| Image Captioning | COCO average 2014/2017 (test) | 32 | Jun 26, 2026 |
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| Image Captioning Hallucination Evaluation | COCO Cap Chair | 32 | Jun 26, 2026 |
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| Image-text grounding | COCO | 32 | May 26, 2026 |
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