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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 | MS COCO | 208 | May 27, 2026 | ||
| Object Hallucination Evaluation | MS-COCO (POPE Adversarial) | 205 | Jun 30, 2026 | ||
| Referring Image Segmentation | RefCOCO+ (val) | 203 | Jun 23, 2026 | ||
| Referring Image Segmentation | RefCOCO (test B) |
| 195 |
| Jun 23, 2026 |
| Text-to-image Generation | MS-COCO | 193 | Jul 8, 2026 |
|---|
| Semantic Segmentation | COCO 20i | 187 | Jul 7, 2026 |
|---|
| Panoptic Segmentation | COCO 2017 (val) | 187 | Jun 15, 2026 |
|---|
| Object Detection | COCO | 186 | May 12, 2026 |
|---|
| Object Detection | OV-COCO | 185 | Jul 3, 2026 |
|---|
| Semantic Segmentation | COCO (val) | 185 | May 14, 2026 |
|---|
| Referring Expression Segmentation | RefCOCOg (val) | 185 | Jun 4, 2026 |
|---|
| Object Detection | COCO (minival) | 184 | Feb 27, 2026 |
|---|
| Instance Segmentation | COCO | 183 | May 19, 2026 |
|---|
| Referring Expression Segmentation | RefCOCOg (test) | 183 | Jul 7, 2026 |
|---|
| Text Retrieval | MS-COCO 5K (test) | 182 | Feb 27, 2026 |
|---|
| Human Pose Estimation | COCO 2017 (test-dev) | 180 | Feb 26, 2026 |
|---|
| Concept Attribution | COCO | 178 | Feb 26, 2026 |
|---|
| Few-Shot Semantic Segmentation | COCO-20i | 178 | Apr 8, 2026 |
|---|
| Visual Grounding | RefCOCO (val) | 177 | Jul 3, 2026 |
|---|
| Few-shot Segmentation | COCO 20^i (test) | 174 | Feb 26, 2026 |
|---|
| Image Retrieval | MS-COCO | 174 | Jun 8, 2026 |
|---|
| Semantic Segmentation | COCO Stuff (val) | 173 | Jun 29, 2026 |
|---|
| Referring Expression Comprehension | RefCOCO+ (test-A) | 172 | Apr 10, 2026 |
|---|
| Image-to-Text Retrieval | MS-COCO | 168 | May 13, 2026 |
|---|
| Visual Grounding | RefCOCO (TestA) | 167 | Jul 3, 2026 |
|---|