# Referring Expression Segmentation on RefCOCO classic RES settings (val) Source: [Referring Expression Segmentation on RefCOCO classic RES settings (val)]() Collection index: [llms.txt]() Data updated: 2026-03-20T08:23:11.513Z Evaluation of Referring Expression Segmentation performance on the RefCOCO dataset using the classic RES evaluation settings on the validation split. 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 Expression Segmentation | | Dataset (including any stated split) | RefCOCO classic RES settings (val) | | Metric | Pr@0.9 | | 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 - [Pr@0.9](): Higher is better; unit: PERCENT. - [Pr@0.7](): Higher is better; unit: PERCENT. - [Pr@0.5](): Higher is better; unit: PERCENT. - [gIoU](): Higher is better; unit: PERCENT. - [cIoU](): Higher is better; unit: PERCENT. ## Recorded results | Method | Pr@0.9 | Result date | Report paper | | --- | --- | --- | --- | | SSP-SAM | 47.77 | Not recorded | 69bcd48b0636e5bf4afc29f0 | | SSP-SAM | 46.11 | Not recorded | 69bcd48b0636e5bf4afc29f0 | | CGFormer | 38.77 | Not recorded | 69bcd48b0636e5bf4afc29f0 | | MagNet | 38.77 | Not recorded | 69bcd48b0636e5bf4afc29f0 | | ReLA | 34.99 | Not recorded | 69bcd48b0636e5bf4afc29f0 | | LAVT | 34.3 | Not recorded | 69bcd48b0636e5bf4afc29f0 | ### SSP-SAM Pr@0.9: 47.77. Result ID: 69bd02c347f34ce924a6f4ff. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Resolution":"336"}. This record does not assert independent reproduction. ### SSP-SAM Pr@0.9: 46.11. Result ID: 69bd02c347f34ce924a6f4fe. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Resolution":"224"}. This record does not assert independent reproduction. ### CGFormer Pr@0.9: 38.77. Result ID: 69bd02c347f34ce924a6f4fc. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MagNet Pr@0.9: 38.77. Result ID: 69bd02c347f34ce924a6f4fd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ReLA Pr@0.9: 34.99. Result ID: 69bd02c347f34ce924a6f4fb. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LAVT Pr@0.9: 34.3. Result ID: 69bd02c347f34ce924a6f4fa. [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.