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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 Detection Reliability Estimation | COCO in-distribution | 32 | Apr 23, 2026 | ||
| Utility Preservation | MS-COCO 10K | 32 | May 18, 2026 | ||
| Degradation-induced covariate shift detection | COCO synthetically corrupted variants | 32 | Feb 26, 2026 | ||
| Vision-language grounding | MS-COCO 2014 (val) | 32 | Feb 26, 2026 | ||
| Object Hallucination | MSCOCO POPE (test) |
| 32 |
| Mar 9, 2026 |
| Localization | RefCOCO+ (val) | 32 | Feb 26, 2026 |
|---|
| Instance Segmentation | COCO | 32 | Feb 26, 2026 |
|---|
| Human-Object Interaction Detection | V-COCO | 32 | Feb 26, 2026 |
|---|
| Object Detection | MS-COCO 2017 (val) | 32 | Feb 26, 2026 |
|---|
| Targeted Hashing Attack | MS-COCO | 32 | Feb 26, 2026 |
|---|
| Human-Object Interaction Detection | V-COCO Scenario 1 1.0 | 32 | Mar 11, 2026 |
|---|
| Graph Learning | COCO-SP | 31 | Jun 4, 2026 |
|---|
| Image-to-text | COCO | 31 | Jun 2, 2026 |
|---|
| Text Retrieval | COCO 5k points (val) | 31 | Apr 8, 2026 |
|---|
| Open-Vocabulary Object Detection | OV-COCO | 31 | Mar 19, 2026 |
|---|
| Multi-label classification | COCO 2014 (test) | 31 | Feb 26, 2026 |
|---|
| Few-shot Object Detection | COCO 2014 (novel) | 31 | Feb 26, 2026 |
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| Object Recognition | COCO (val) | 31 | Feb 26, 2026 |
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| Referring Expression Generation | RefCOCOg (val) | 31 | Feb 26, 2026 |
|---|
| Classification | COCO | 31 | Apr 15, 2026 |
|---|
| Image Captioning | COCO | 31 | Feb 26, 2026 |
|---|
| Text-to-Image synthesis | MSCOCO | 31 | Feb 26, 2026 |
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| Open-vocabulary semantic segmentation | COCO Object | 30 | Jun 16, 2026 |
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| Visual Explanation | MS-COCO | 30 | Jun 2, 2026 |
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| Multimodal Prompt Injection Attack | MSCOCO | 30 | May 18, 2026 |
|---|