# Referring Localization on RefCOCO (val) Source: [Referring Localization on RefCOCO (val)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:54:43.949Z Evaluation of Referring Localization performance on the validation split of the RefCOCO dataset, measured using P@0.5. A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage. | Scope | Recorded value | | --- | --- | | Task | Referring Localization | | Dataset (including any stated split) | RefCOCO (val) | | Metric | P@0.5 | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 6 of 6 | | Coverage | All results currently returned for this benchmark | Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol. ## Metrics - [P@0.5](): Higher is better; unit: PERCENT. ## Recorded results | Method | P@0.5 | Result date | Report paper | | --- | --- | --- | --- | | TraceVision-7B | 90.4 | Not recorded | 699d30a76017c4460ffab5cf | | Qwen2.5-VL-7B | 90 | Not recorded | 699d30a76017c4460ffab5cf | | PixelLLM-7B | 89.8 | Not recorded | 699d30a76017c4460ffab5cf | | Ferret-7B | 87.5 | Not recorded | 699d30a76017c4460ffab5cf | | Shikra-7B | 87 | Not recorded | 699d30a76017c4460ffab5cf | | VisionLLM | 86.7 | Not recorded | 699d30a76017c4460ffab5cf | ### TraceVision-7B P@0.5: 90.4. Result ID: 699e558c5698665ec4158be9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Qwen2.5-VL-7B P@0.5: 90. Result ID: 699e558c5698665ec4158be8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### PixelLLM-7B P@0.5: 89.8. Result ID: 699e558c5698665ec4158be7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Ferret-7B P@0.5: 87.5. Result ID: 699e558c5698665ec4158be6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Shikra-7B P@0.5: 87. Result ID: 699e558c5698665ec4158be5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### VisionLLM P@0.5: 86.7. Result ID: 699e558c5698665ec4158be4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.