# Referring Segmentation on RefCOCOg FP Source: [Referring Segmentation on RefCOCOg FP]() Collection index: [llms.txt]() Data updated: 2026-04-24T07:43:46.756Z Evaluation of Referring Segmentation performance on the RefCOCOg FP dataset variant, measured using See, Say, and Segment metrics. 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 Segmentation | | Dataset (including any stated split) | RefCOCOg FP | | Metric | Segment Score | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 9 of 9 | | 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 - [Segment Score](): Higher is better; unit: PERCENT. - [See Score](): Higher is better; unit: PERCENT. - [Say Score](): Higher is better; unit: PERCENT. ## Recorded results | Method | Segment Score | Result date | Report paper | | --- | --- | --- | --- | | RobustSeg | 54.76 | Not recorded | 68fa79ba1e209131cea7f22e | | SESAME | 53.79 | Not recorded | 68fa71701e209131cea513b6 | | SESAME | 53.79 | Not recorded | 68fa79ba1e209131cea7f22e | | Cascading | 49.98 | Not recorded | 68fa71701e209131cea513b6 | | Cascading | 49.98 | Not recorded | 68fa79ba1e209131cea7f22e | | Seg-Zero | 41.22 | Not recorded | 68fa79ba1e209131cea7f22e | | LISA | 39.64 | Not recorded | 68fa71701e209131cea513b6 | | LISA-7B | 39.64 | Not recorded | 68fa79ba1e209131cea7f22e | | VisionReasoner | 35.82 | Not recorded | 68fa79ba1e209131cea7f22e | ### RobustSeg Segment Score: 54.76. Result ID: 69eb1f2847f34ce924d30d16. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SESAME Segment Score: 53.79. Result ID: 69a15a1635dfcabb00e678f3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SESAME Segment Score: 53.79. Result ID: 69eb1f2847f34ce924d30d15. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Cascading Segment Score: 49.98. Result ID: 69a15a1635dfcabb00e678f2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Cascading Segment Score: 49.98. Result ID: 69eb1f2847f34ce924d30d14. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Seg-Zero Segment Score: 41.22. Result ID: 69eb1f2847f34ce924d30d12. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LISA Segment Score: 39.64. Result ID: 69a15a1635dfcabb00e678f1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LISA-7B Segment Score: 39.64. Result ID: 69eb1f2847f34ce924d30d11. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"7B"}. This record does not assert independent reproduction. ### VisionReasoner Segment Score: 35.82. Result ID: 69eb1f2847f34ce924d30d13. [Reporting paper]() [Method origin paper]() 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.