# Generalized Referring Image Segmentation on PhraseCut (test) Source: [Generalized Referring Image Segmentation on PhraseCut (test)]() Collection index: [llms.txt]() Data updated: 2026-03-20T08:23:11.546Z Evaluation of Generalized Referring Image Segmentation performance on the test split of the PhraseCut dataset, typically measured using gIoU. 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 | Generalized Referring Image Segmentation | | Dataset (including any stated split) | PhraseCut (test) | | Metric | gIoU | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 15 of 15 | | 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 - [gIoU](): Higher is better; unit: PERCENT. ## Recorded results | Method | gIoU | Result date | Report paper | | --- | --- | --- | --- | | SSP-SAM-336 | 28.29 | Not recorded | 69bcd48b0636e5bf4afc29f0 | | SSP-SAM-224 | 27 | Not recorded | 69bcd48b0636e5bf4afc29f0 | | SSP-SAM-224 | 25.75 | Not recorded | 69bcd48b0636e5bf4afc29f0 | | SSP-SAM-336 | 24.91 | Not recorded | 69bcd48b0636e5bf4afc29f0 | | SSP-SAM-336 | 24.69 | Not recorded | 69bcd48b0636e5bf4afc29f0 | | SSP-SAM-224 | 24.66 | Not recorded | 69bcd48b0636e5bf4afc29f0 | | RISAM | 22.82 | Not recorded | 69bcd48b0636e5bf4afc29f0 | | RISAM | 22.47 | Not recorded | 69bcd48b0636e5bf4afc29f0 | | RISAM | 21.68 | Not recorded | 69bcd48b0636e5bf4afc29f0 | | LAVT | 16.68 | Not recorded | 69bcd48b0636e5bf4afc29f0 | | LAVT | 16.64 | Not recorded | 69bcd48b0636e5bf4afc29f0 | | CRIS | 16.3 | Not recorded | 69bcd48b0636e5bf4afc29f0 | | CRIS | 16.24 | Not recorded | 69bcd48b0636e5bf4afc29f0 | | LAVT | 16.05 | Not recorded | 69bcd48b0636e5bf4afc29f0 | | CRIS | 15.53 | Not recorded | 69bcd48b0636e5bf4afc29f0 | ### SSP-SAM-336 gIoU: 28.29. Result ID: 69bd02c347f34ce924a6f50e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Set":"RefCOCOg"}. This record does not assert independent reproduction. ### SSP-SAM-224 gIoU: 27. Result ID: 69bd02c347f34ce924a6f50d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Set":"RefCOCOg"}. This record does not assert independent reproduction. ### SSP-SAM-224 gIoU: 25.75. Result ID: 69bd02c347f34ce924a6f508. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Set":"RefCOCO+"}. This record does not assert independent reproduction. ### SSP-SAM-336 gIoU: 24.91. Result ID: 69bd02c347f34ce924a6f509. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Set":"RefCOCO+"}. This record does not assert independent reproduction. ### SSP-SAM-336 gIoU: 24.69. Result ID: 69bd02c347f34ce924a6f504. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Set":"RefCOCO"}. This record does not assert independent reproduction. ### SSP-SAM-224 gIoU: 24.66. Result ID: 69bd02c347f34ce924a6f503. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Set":"RefCOCO"}. This record does not assert independent reproduction. ### RISAM gIoU: 22.82. Result ID: 69bd02c347f34ce924a6f502. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Set":"RefCOCO"}. This record does not assert independent reproduction. ### RISAM gIoU: 22.47. Result ID: 69bd02c347f34ce924a6f50c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Set":"RefCOCOg"}. This record does not assert independent reproduction. ### RISAM gIoU: 21.68. Result ID: 69bd02c347f34ce924a6f507. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Set":"RefCOCO+"}. This record does not assert independent reproduction. ### LAVT gIoU: 16.68. Result ID: 69bd02c347f34ce924a6f501. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Training Set":"RefCOCO"}. This record does not assert independent reproduction. ### LAVT gIoU: 16.64. Result ID: 69bd02c347f34ce924a6f506. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Training Set":"RefCOCO+"}. This record does not assert independent reproduction. ### CRIS gIoU: 16.3. Result ID: 69bd02c347f34ce924a6f505. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Set":"RefCOCO+"}. This record does not assert independent reproduction. ### CRIS gIoU: 16.24. Result ID: 69bd02c347f34ce924a6f50a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Set":"RefCOCOg"}. This record does not assert independent reproduction. ### LAVT gIoU: 16.05. Result ID: 69bd02c347f34ce924a6f50b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Training Set":"RefCOCOg"}. This record does not assert independent reproduction. ### CRIS gIoU: 15.53. Result ID: 69bd02c347f34ce924a6f500. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Set":"RefCOCO"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.