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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 Segmentation | RefCOCO+ (val) | 284 | Jun 4, 2026 | ||
| Referring Image Segmentation | RefCOCO (val) | 283 | Jun 23, 2026 | ||
| Referring Image Segmentation | RefCOCO+ (test B) |
| 276 |
| Jun 23, 2026 |
| Referring Expression Segmentation | RefCOCO (val) | 273 | Jun 4, 2026 |
|---|
| Human-Object Interaction Detection | V-COCO (test) | 270 | Apr 2, 2026 |
|---|
| Object Detection | MS-COCO 2017 (val) | 264 | Jun 23, 2026 |
|---|
| Visual Grounding | RefCOCO+ (val) | 264 | Jul 3, 2026 |
|---|
| Referring Expression Segmentation | RefCOCO (testB) | 259 | Jun 4, 2026 |
|---|
| Visual Grounding | RefCOCO+ (testA) | 256 | Jul 3, 2026 |
|---|
| Referring Expression Segmentation | RefCOCO+ (testB) | 256 | Jun 4, 2026 |
|---|
| Referring Image Segmentation | RefCOCO (test A) | 254 | Jun 23, 2026 |
|---|
| Instance Segmentation | COCO 2017 (test-dev) | 253 | Feb 26, 2026 |
|---|
| Text-to-Image Retrieval | MS-COCO 5K (test) | 244 | Apr 3, 2026 |
|---|
| Referring Expression Comprehension | RefCOCO+ (testB) | 244 | Jul 7, 2026 |
|---|
| Object Detection | MS COCO (val) | 242 | Jun 29, 2026 |
|---|
| Object Detection | COCO | 237 | Mar 31, 2026 |
|---|
| Instance Segmentation | COCO 2017 | 236 | May 13, 2026 |
|---|
| Text-to-Image Retrieval | MS-COCO | 235 | Jun 30, 2026 |
|---|
| Visual Grounding | RefCOCO+ (testB) | 230 | Jul 3, 2026 |
|---|
| Panoptic Segmentation | COCO (val) | 223 | May 14, 2026 |
|---|
| Image Retrieval | MS-COCO 5K (test) | 217 | Feb 27, 2026 |
|---|
| Referring Expression Comprehension | RefCOCO+ (testA) | 216 | Jul 7, 2026 |
|---|
| Semantic Segmentation | Coco-Stuff (test) | 216 | May 13, 2026 |
|---|
| Text-to-image generation | MS-COCO (val) | 215 | Jun 24, 2026 |
|---|
| Referring Expression Comprehension | RefCOCO (testB) | 213 | Jul 7, 2026 |
|---|