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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 | RefCOCOg (val-u) | 95 | Jun 4, 2026 | ||
| Few-shot Semantic Segmentation | COCO 20i 1-shot | 93 | Jun 26, 2026 | ||
| Semantic Segmentation | COCO Stuff-27 (val) | 92 | May 28, 2026 | ||
| Open Vocabulary Semantic Segmentation | COCO Stuff without background |
| 90 |
| May 13, 2026 |
| Referring Image Segmentation | RefCOCO+ (test A) | 89 | Feb 27, 2026 |
|---|
| Open Vocabulary Semantic Segmentation | COCO Object with background | 87 | May 13, 2026 |
|---|
| Multi-label recognition | MS-COCO | 87 | Jun 11, 2026 |
|---|
| Unsupervised Object Discovery | COCO 20K | 86 | May 19, 2026 |
|---|
| Open Vocabulary Semantic Segmentation | COCO-Stuff | 84 | Jun 23, 2026 |
|---|
| Object Detection | MS-COCO 2017 (test) | 82 | Feb 26, 2026 |
|---|
| Text-to-Image Retrieval | MS-COCO (test) | 82 | Apr 28, 2026 |
|---|
| Object Hallucination Evaluation | MSCOCO 2014 (val) | 81 | May 29, 2026 |
|---|
| Image Captioning | MS-COCO | 81 | May 21, 2026 |
|---|
| Object Detection | MS COCO (test) | 81 | Feb 26, 2026 |
|---|
| Multi-label Classification | MS-COCO 2014 (test) | 81 | May 28, 2026 |
|---|
| Robust Watermarking | COCO (test) | 80 | Feb 26, 2026 |
|---|
| Few-Shot Semantic Segmentation | COCO-20i (test) | 79 | Feb 26, 2026 |
|---|
| Referring Expression Segmentation | RefCOCOg (test-u) | 78 | Jun 4, 2026 |
|---|
| Few-Shot Segmentation | COCO-20^i | 78 | Jul 1, 2026 |
|---|
| Few-shot Semantic Segmentation | COCO-20i (val) | 78 | Feb 26, 2026 |
|---|
| Text-to-Image Generation | COCO 30k | 77 | Jun 30, 2026 |
|---|
| Semantic Segmentation | COCO-Stuff 164K (test) | 77 | May 25, 2026 |
|---|
| Human-Object Interaction Detection | V-COCO 1.0 (test) | 76 | Feb 26, 2026 |
|---|
| Image Captioning | MS-COCO online (test) | 76 | May 26, 2026 |
|---|
| Referring Image Segmentation | RefCOCOg (test) | 75 | May 14, 2026 |
|---|