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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 |
|---|---|---|---|---|---|
| Panoptic Segmentation | COCO 2017 (test-dev) | 41 | Feb 26, 2026 | ||
| Object Detection | MS COCO 2014 (val) | 41 | Feb 26, 2026 | ||
| Watermark Removal | MS-COCO | 40 | May 20, 2026 | ||
| Unsupervised Image Hashing | COCO | 40 | Apr 7, 2026 | ||
| Out-of-Distribution Detection | Core50 ID | 40 | Mar 20, 2026 | ||
| CoComageNet mono |
| 40 |
| Feb 26, 2026 |
| OOD Detection | CoComageNet | 40 | Feb 26, 2026 |
|---|
| Open-vocabulary Segmentation | COCO Object | 40 | May 20, 2026 |
|---|
| HOI Detection | V-COCO | 40 | Feb 26, 2026 |
|---|
| Interpretability Evaluation | MS COCO | 40 | Feb 26, 2026 |
|---|
| Semantic Segmentation | MS COCO 20i | 40 | Feb 26, 2026 |
|---|
| Text-to-Image Generation | MSCOCO 2017 (val) | 39 | Jun 11, 2026 |
|---|
| Image Retrieval | MSCOCO @5000 (test) | 39 | Feb 26, 2026 |
|---|
| Image Segmentation | COCO | 39 | May 26, 2026 |
|---|
| Visual Hallucination Evaluation | POPE MS-COCO Adversarial sampling (val) | 39 | Feb 26, 2026 |
|---|
| Semantic Segmentation | COCOStuff 164K | 39 | Jun 4, 2026 |
|---|
| Text Retrieval | MS-COCO | 39 | Mar 6, 2026 |
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| Object Detection | MS-COCO | 38 | Feb 27, 2026 |
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| Visual Grounding | RefCOCO+ | 38 | Apr 10, 2026 |
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| Object Hallucination Assessment | MSCOCO | 38 | Mar 4, 2026 |
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| Image Harmonization | iHarmony4 HCOCO | 38 | Feb 26, 2026 |
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| Few-shot semantic segmentation | COCO-20i (4-fold cross-validation) | 38 | Feb 26, 2026 |
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| Text-to-Image Synthesis | COCO (test) | 38 | Feb 26, 2026 |
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| Zero-shot Segmentation | MS-COCO | 37 | May 19, 2026 |
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| Few-Shot Object Detection | MS COCO Novel Classes | 37 | Feb 26, 2026 |
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