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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 |
|---|---|---|---|---|---|
| Image Captioning | COCO (Karpathy split) | 74 | Feb 27, 2026 | ||
| Retrieval | MS-COCO | 72 | Feb 26, 2026 | ||
| Referring Segmentation | refCOCOg (val) | 72 | May 22, 2026 | ||
| Referring Segmentation | refCOCO+ (testA) |
| 72 |
| Jul 8, 2026 |
| Text-to-Image Generation | MS-COCO (30K) | 72 | May 21, 2026 |
|---|
| Instance Segmentation | COCO mini (val) | 72 | Mar 16, 2026 |
|---|
| Object Hallucination Evaluation | MSCOCO POPE | 71 | Jun 1, 2026 |
|---|
| Referring Expression Comprehension | RefCOCOg (test-u) | 71 | Feb 26, 2026 |
|---|
| Pose Estimation | COCO 2017 (val) | 71 | Mar 31, 2026 |
|---|
| Semantic Segmentation | COCO 20i (test) | 70 | Jul 7, 2026 |
|---|
| Few-shot Semantic Segmentation | COCO-20^i v1.0 | 70 | Feb 26, 2026 |
|---|
| Object Detection | COCO standard (5% labeled) | 70 | Feb 27, 2026 |
|---|
| Few-Shot Semantic Segmentation | COCO-20i -> PASCAL-5i cross-dataset | 70 | Feb 26, 2026 |
|---|
| Text-to-Image Generation | COCO 2014 (val) | 69 | Jul 7, 2026 |
|---|
| Text Retrieval | MS-COCO 1K (test) | 69 | Mar 27, 2026 |
|---|
| Text-to-Image Alignment | MS COCO | 68 | Jul 9, 2026 |
|---|
| Referring Segmentation | refCOCO+ (val) | 68 | Jul 8, 2026 |
|---|
| Image-to-text retrieval | MSCOCO 5K (test) | 68 | Apr 21, 2026 |
|---|
| Semantic Segmentation | COCO-Stuff 27 | 67 | May 28, 2026 |
|---|
| Sentence Retrieval | MSCOCO 5k (test) | 67 | Feb 26, 2026 |
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| Referring Segmentation | refCOCO (testB) | 66 | Jul 8, 2026 |
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| Object Detection | COCO | 66 | Mar 31, 2026 |
|---|
| Semantic Segmentation | COCO 2017 (val) | 66 | Apr 1, 2026 |
|---|
| Human-Object Interaction Detection | V-COCO | 65 | Feb 26, 2026 |
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| Human Pose Estimation | COCO (val) | 65 | Jul 2, 2026 |
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