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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 Comprehension | RefCOCO+ (test-B) | 167 | Apr 10, 2026 | ||
| Generalized Referring Expression Segmentation | gRefCOCO (val) | 165 | May 29, 2026 | ||
| Visual Grounding | RefCOCO (TestB) |
| 164 |
| Jul 3, 2026 |
| Visual Grounding | RefCOCOg (val) | 163 | Jul 3, 2026 |
|---|
| Panoptic Segmentation | COCO (test-dev) | 162 | Feb 26, 2026 |
|---|
| Text-to-Image Retrieval | COCO | 161 | Jul 2, 2026 |
|---|
| Visual Grounding | RefCOCOg (test) | 160 | Jul 3, 2026 |
|---|
| Referring Expression Comprehension | RefCOCO (test-B) | 160 | Apr 10, 2026 |
|---|
| Generalized Referring Expression Segmentation | gRefCOCO (testA) | 159 | May 29, 2026 |
|---|
| Object Hallucination Evaluation | MS-COCO POPE (Popular) | 158 | Jun 1, 2026 |
|---|
| Image-to-Text Retrieval | COCO | 152 | Jul 2, 2026 |
|---|
| Image-to-text retrieval | MSCOCO | 152 | May 27, 2026 |
|---|
| Semantic Segmentation | COCO Object | 147 | Jun 16, 2026 |
|---|
| Text Retrieval | MSCOCO (test) | 144 | Jun 11, 2026 |
|---|
| Image Retrieval | MSCOCO (test) | 144 | Jun 11, 2026 |
|---|
| Text-to-image generation | MS-COCO 2014 (val) | 143 | May 19, 2026 |
|---|
| Text Retrieval | MSCOCO | 142 | Apr 21, 2026 |
|---|
| Text-to-image retrieval | MSCOCO | 142 | May 26, 2026 |
|---|
| Generalized Referring Expression Segmentation | gRefCOCO (testB) | 141 | May 29, 2026 |
|---|
| Object Detection | COCO | 137 | Apr 21, 2026 |
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| Object Detection | MS COCO novel classes | 132 | Feb 27, 2026 |
|---|
| Object Detection | COCO mini (val) | 132 | Apr 2, 2026 |
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| Text-to-Image Generation | MS-COCO 2017 (val) | 131 | May 20, 2026 |
|---|
| Image Captioning | COCO | 130 | Mar 30, 2026 |
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| Image Retrieval | MS-COCO 1K (test) | 128 | Feb 26, 2026 |
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