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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 | MS-COCO 2014 (test) | 43 | Feb 26, 2026 | ||
| Image-Text Retrieval | COCO (val) | 43 | Feb 26, 2026 | ||
| Object Detection | MSCOCO (val) | 43 | Feb 26, 2026 | ||
| Keypoint Detection | MS COCO 2017 (test-dev) | 43 | Feb 26, 2026 | ||
| Provenance Tracing | MS-COCO | 42 | Jun 30, 2026 | ||
| Image Captioning |
| COCO-Cap |
| 42 |
| Jun 4, 2026 |
| Object Hallucination Evaluation | CHAIR MSCOCO | 42 | May 26, 2026 |
|---|
| Accuracy Estimation | MNIST, USPS, SVHN, COCO, PASCAL, ImageNet source-target transfers | 42 | May 25, 2026 |
|---|
| Image Generation | MS-COCO 2017 | 42 | May 15, 2026 |
|---|
| Text-to-Image Generation | MS-COCO 30k (val) | 42 | Mar 13, 2026 |
|---|
| Text-to-Image Generation | MS-COCO 2014 | 42 | Feb 26, 2026 |
|---|
| Semantic Segmentation | COCO-Stuff without background class | 42 | Apr 29, 2026 |
|---|
| Object Detection | COCO standard (2%) | 42 | Feb 27, 2026 |
|---|
| Image-to-text Retrieval | MSCOCO (5K) | 42 | May 8, 2026 |
|---|
| Semantic Image Synthesis | COCO-Stuff (val) | 42 | Feb 26, 2026 |
|---|
| Pointing game | MSCOCO 2014 (val) | 42 | Feb 26, 2026 |
|---|
| Multi-label recognition | COCO 2017 | 41 | Jun 12, 2026 |
|---|
| Object Detection | COCO | 41 | May 19, 2026 |
|---|
| Text-to-image generation | MS-COCO 2017 | 41 | Apr 7, 2026 |
|---|
| Text-to-Image Generation | MS-COCO 30K (test) | 41 | Feb 26, 2026 |
|---|
| Semantic Segmentation | COCO-20i 1-shot | 41 | Feb 26, 2026 |
|---|
| Image-text Retrieval | COCO (test) | 41 | Jun 30, 2026 |
|---|
| Instance Segmentation | COCO non-VOC categories | 41 | Feb 26, 2026 |
|---|
| Referring Expression Grounding | RefCOCO (testB) | 41 | Jun 9, 2026 |
|---|
| Referring Expression Grounding | RefCOCO (testA) | 41 | Jun 9, 2026 |
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