# Referring Localization on RefCOCOg (val) Source: [Referring Localization on RefCOCOg (val)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:54:44.050Z Evaluation of Referring Localization performance on the validation split of the RefCOCOg 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) | RefCOCOg (val) | | Metric | P@0.5 | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 5 of 5 | | 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 | | --- | --- | --- | --- | | Qwen2.5-VL-7B | 87.2 | Not recorded | 699d30a76017c4460ffab5cf | | TraceVision-7B | 86.9 | Not recorded | 699d30a76017c4460ffab5cf | | PixelLLM-7B | 84.6 | Not recorded | 699d30a76017c4460ffab5cf | | Ferret-7B | 83.9 | Not recorded | 699d30a76017c4460ffab5cf | | Shikra-7B | 82.3 | Not recorded | 699d30a76017c4460ffab5cf | ### Qwen2.5-VL-7B P@0.5: 87.2. Result ID: 699e558c5698665ec4158c06. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TraceVision-7B P@0.5: 86.9. Result ID: 699e558c5698665ec4158c07. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### PixelLLM-7B P@0.5: 84.6. Result ID: 699e558c5698665ec4158c05. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Ferret-7B P@0.5: 83.9. Result ID: 699e558c5698665ec4158c04. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Shikra-7B P@0.5: 82.3. Result ID: 699e558c5698665ec4158c03. [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.