# Referring Image Segmentation on RefCOCO original (val) Source: [Referring Image Segmentation on RefCOCO original (val)]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:11:12.679Z Evaluation of Referring Image Segmentation performance on the validation split of the RefCOCO original dataset, measured using IoU variants (oIoU, mIoU) and precision thresholds (P@0.5, P@0.7, P@0.9). 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 Image Segmentation | | Dataset (including any stated split) | RefCOCO original (val) | | Metric | oIoU | | 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 - [oIoU](): Higher is better; unit: PERCENT. - [mIoU](): Higher is better; unit: PERCENT. - [P@0.5](): Higher is better; unit: PERCENT. - [P@0.7](): Higher is better; unit: PERCENT. - [P@0.9](): Higher is better; unit: PERCENT. ## Recorded results | Method | oIoU | Result date | Report paper | | --- | --- | --- | --- | | MagNet | 75.24 | Not recorded | 68fa72a31e209131cea57b98 | | MCRES | 74.92 | Not recorded | 68fa72a31e209131cea57b98 | | CoupAlign | 74.7 | Not recorded | 68fa72a31e209131cea57b98 | | SADLR | 74.24 | Not recorded | 68fa72a31e209131cea57b98 | | ReLA | 73.82 | Not recorded | 68fa72a31e209131cea57b98 | | LAVT | 72.73 | Not recorded | 68fa72a31e209131cea57b98 | ### MagNet oIoU: 75.24. Result ID: 699267143a6c3148490eb697. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MCRES oIoU: 74.92. Result ID: 699267143a6c3148490eb695. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CoupAlign oIoU: 74.7. Result ID: 699267143a6c3148490eb694. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SADLR oIoU: 74.24. Result ID: 699267143a6c3148490eb696. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ReLA oIoU: 73.82. Result ID: 699267143a6c3148490eb693. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LAVT oIoU: 72.73. Result ID: 699267143a6c3148490eb692. [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.