Research
Benchmarks for “coco”
Compare state-of-the-art methods across the tasks and datasets used to measure AI progress.
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| Task | Dataset | Domain | Trend | Results | Last update |
|---|---|---|---|---|---|
| Image Harmonization | S-COCO (test) | 10 | Feb 26, 2026 | ||
| Scene Text Detection | COCO-Text ICDAR2017 Robust Reading Challenge V1.4 (test) | 10 | Feb 26, 2026 | ||
| Constrained Online Convex Optimization | COCO (Constrained Online Convex Optimization) | 10 | Mar 30, 2026 | ||
| Visual Reasoning | FOIL 30K captions derived from COCO | 10 | Feb 26, 2026 | ||
| Depth Estimation | COCO pseudo-labels from Depth Anything V2 (val) | 10 | Feb 26, 2026 | ||
| Referring Segmentation | RefCOCO | 9 | Jul 8, 2026 | ||
| Text-to-Image Generation | COCO 2014-10K (val) | 9 | Jun 30, 2026 | ||
| Image Quality Evaluation | COCO | 9 | Jun 23, 2026 | ||
| Referring Expression Comprehension | RefCOCO | 9 | Jun 17, 2026 | ||
| Object Detection | MS COCO | 9 | Jun 17, 2026 | ||
| Membership Inference Attack | COCO | 9 | Jun 16, 2026 | ||
| Spearman rank correlation with retrieval | Natural Domain MS-COCO 2014, Flickr30k | 9 | Jun 4, 2026 | ||
| Pixel-level image forgery localization | CoCoGLIDE (OOD) | 9 | Jun 2, 2026 | ||
| Vision-Language Understanding (Image) | RefCOCO Resolution-Sensitive and General | 9 | May 29, 2026 | ||
| Object Pointing | COCO | 9 | May 27, 2026 | ||
| Image captioning | COCO-Caption | 9 | May 27, 2026 | ||
| Semantic Differentiation | COCO Caption | 9 | May 27, 2026 | ||
| Object Removal | COCO subset (test) | 9 | May 26, 2026 | ||
| Multi-object referring segmentation | gRefCOCO (testA) | 9 | May 20, 2026 | ||
| Training Data Attribution | COCO (train) | 9 | May 19, 2026 | ||
| Visual Explanation Faithfulness | MS-COCO Mislocalization failure cases (test) | 9 | May 19, 2026 | ||
| Visual Explanation Faithfulness | MS-COCO Misclassification failure cases (test) | 9 | May 19, 2026 | ||
| Text-to-Image Generation | MSCOCO 2014 | 9 | May 15, 2026 | ||
| Brightness-clustered generation | COCO 600 prompts (held-out) | 9 | May 13, 2026 | ||
| Text Retrieval | MS COCO Karpathy's split (val) | 9 | May 8, 2026 |