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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 | COCO (novel) | 57 | Jun 9, 2026 | ||
| Text-to-Image Retrieval | MS-COCO 1K | 56 | Jul 3, 2026 | ||
| Image Captioning | MS COCO (Karpathy) | 56 | Feb 26, 2026 | ||
| Few-shot segmentation | COCO 20^i (val) | 55 | Feb 26, 2026 | ||
| Image Captioning | COCO Caption | 55 | Feb 26, 2026 | ||
| Multi-label classification |
| COCO 2014 |
| 55 |
| Jun 12, 2026 |
| Object Detection | MSCOCO | 54 | May 19, 2026 |
|---|
| Imprinting Attack | COCO | 54 | Feb 26, 2026 |
|---|
| Object Detection | COCO standard (10%) | 54 | Feb 26, 2026 |
|---|
| Object Detection | MS COCO 2015 (test-dev) | 54 | Feb 26, 2026 |
|---|
| Text-to-Image Generation | MSCOCO 30K | 54 | Mar 10, 2026 |
|---|
| Human-Object Interaction Detection | V-COCO | 53 | May 7, 2026 |
|---|
| Text-to-Image Retrieval | COCO 5K (test) | 53 | Jun 1, 2026 |
|---|
| Text-to-image generation | COCO 2017 (val) | 53 | Jul 7, 2026 |
|---|
| Text-to-image | MS-COCO 1k (test) | 53 | Feb 26, 2026 |
|---|
| Image Search | COCO (test) | 53 | Feb 26, 2026 |
|---|
| Referring Segmentation | RefCOCOg (test) | 52 | Jul 8, 2026 |
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| Referring Expression Segmentation | RefCOCOg UMD (val) | 52 | May 28, 2026 |
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| Visual Grounding | RefCOCOg | 52 | Jul 1, 2026 |
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| Image-to-Text Retrieval | MS-COCO 5K | 52 | Jul 3, 2026 |
|---|
| Object Hallucination Evaluation | CHAIR MSCOCO v1.0 (val) | 51 | Apr 7, 2026 |
|---|
| Text-to-Image Retrieval | MSCOCO (val) | 51 | Mar 4, 2026 |
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| Image-to-Text Retrieval | MSCOCO (val) | 51 | Mar 4, 2026 |
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| Image Retrieval | MSCOCO 5-fold 1K (test) | 51 | Jun 4, 2026 |
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| Text-to-image Retrieval | MSCOCO (5K) | 51 | May 8, 2026 |
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