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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 |
|---|---|---|---|---|---|
| Visual Question Answering | Infrared-COCO (test) | 30 | Apr 6, 2026 | ||
| Image Captioning | Infrared-COCO (test) | 30 | Apr 6, 2026 | ||
| Criteria-conditioned Clustering | COCO 4c OpenSMC | 30 | Apr 2, 2026 | ||
| Image Captioning Hallucination | MSCOCO 500 images (val) | 30 | Mar 12, 2026 | ||
| Homography Estimation | PDSCOCO |
| 30 |
| Mar 5, 2026 |
| Localization | RefCOCO (testB) | 30 | Apr 6, 2026 |
|---|
| Localization | RefCOCO (testA) | 30 | Apr 6, 2026 |
|---|
| Localization | RefCOCO (val) | 30 | Apr 6, 2026 |
|---|
| Object Hallucination Evaluation | MSCOCO (val) | 30 | Jun 1, 2026 |
|---|
| Hallucination Detection | COCO-Caption (val) | 30 | Feb 26, 2026 |
|---|
| Instance Segmentation | COCO | 30 | Feb 26, 2026 |
|---|
| Object Detection | COCO | 30 | Feb 26, 2026 |
|---|
| Misinformation Detection | COCO | 30 | Feb 26, 2026 |
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| Generalized Few-Shot Object Detection | MS-COCO 2017 (val) | 30 | Feb 27, 2026 |
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| Class Incremental Object Detection | COCO 2017 (val) | 30 | Feb 26, 2026 |
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| Image-Text Retrieval | MSCOCO 5K | 30 | May 7, 2026 |
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| Semantic Segmentation | COCO 1/128 925 labels | 30 | Feb 26, 2026 |
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| Semantic Segmentation | COCO 463 labels (1/256) | 30 | Feb 26, 2026 |
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| Semantic Segmentation | COCO 232 labels (1/512) | 30 | Feb 26, 2026 |
|---|
| Object Detection | COCO 1% labeled 2017 (val train) | 30 | Feb 26, 2026 |
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| Visual Grounding | ReferCOCO v1 (testB) | 30 | Feb 26, 2026 |
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| Pose Estimation | COCO | 30 | Mar 17, 2026 |
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| Human Keypoint Detection | COCO | 30 | Feb 26, 2026 |
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| Discriminative Object Hallucination | POPE MSCOCO Popular | 29 | Jun 1, 2026 |
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| Discriminative Object Hallucination | POPE MSCOCO (Random) | 29 | Jun 1, 2026 |
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