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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 |
|---|---|---|---|---|---|
| Instance Segmentation | MS-COCO | 65 | Mar 16, 2026 | ||
| Image Captioning | COCO | 64 | Jun 15, 2026 | ||
| Hallucination Evaluation | CHAIR MSCOCO | 64 | Mar 26, 2026 | ||
| Text-to-Image Generation | MS COCO zero-shot | 64 | Mar 31, 2026 | ||
| Text-to-Image Generation | MS-COCO 256x256 (val) |
| 64 |
| May 27, 2026 |
| Object Detection | COCO standard 2017 (train val) | 64 | Feb 26, 2026 |
|---|
| Whole-body Pose Estimation | COCO-Wholebody 1.0 (val) | 64 | Feb 26, 2026 |
|---|
| Object Detection | MS COCO | 63 | Jul 7, 2026 |
|---|
| Image-to-Text Retrieval | COCO 5K (test) | 63 | Jun 26, 2026 |
|---|
| Referring Image Segmentation | RefCOCOg (test(U)) | 63 | Jun 23, 2026 |
|---|
| Referring Image Segmentation | RefCOCOg (val (U)) | 63 | Jun 23, 2026 |
|---|
| Semantic Grounding | COCO 2017 (val) | 62 | Feb 26, 2026 |
|---|
| Caption Retrieval | MS COCO Karpathy 1k (test) | 62 | Feb 26, 2026 |
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| Multi-label classification | MS-COCO (val) | 61 | May 1, 2026 |
|---|
| Object Hallucination Evaluation | MSCOCO POPE SEEM-annotated | 60 | Jun 26, 2026 |
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| Image Captioning | COCO | 60 | Jun 4, 2026 |
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| Open-Vocabulary Semantic Segmentation | COCOStuff (val) | 60 | Feb 26, 2026 |
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| Adversarial Attack | COCO 2017 (val) | 60 | Feb 26, 2026 |
|---|
| Keypoint Detection | COCO (val) | 60 | Feb 26, 2026 |
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| Image Retrieval | COCO | 59 | Jun 18, 2026 |
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| Text Retrieval | COCO | 59 | May 4, 2026 |
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| Image Captioning | COCO (test) | 59 | Jun 15, 2026 |
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| Text-to-Image Synthesis | MS-COCO 2014 (val) | 58 | Feb 26, 2026 |
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| Text-to-image synthesis | COCO | 57 | Jul 9, 2026 |
|---|
| Referring Expression Comprehension | RefCOCOg (val-u) | 57 | Feb 26, 2026 |
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