# Referring Image Segmentation on G-Ref u (val) Source: [Referring Image Segmentation on G-Ref u (val)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:47:22.099Z Evaluation of Referring Image Segmentation performance on the 'u' split/subset of the G-Ref dataset (validation set). 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) | G-Ref u (val) | | Metric | IoU | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 19 of 19 | | 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 - [IoU](): Higher is better; unit: PERCENT. ## Recorded results | Method | IoU | Result date | Report paper | | --- | --- | --- | --- | | DETRIS-L\* | 74.6 | Not recorded | 68fa769a1e209131cea6e10f | | UNINEXT-L | 73.4 | Not recorded | 68fa769a1e209131cea6e10f | | DETRIS-L | 69.3 | Not recorded | 68fa769a1e209131cea6e10f | | PolyFormer-L\* | 69.2 | Not recorded | 68fa769a1e209131cea6e10f | | DETRIS-B | 67.9 | Not recorded | 68fa769a1e209131cea6e10f | | RISCLIP-B | 67.6 | Not recorded | 68fa769a1e209131cea6e10f | | LISA-7B | 66.4 | Not recorded | 68fa769a1e209131cea6e10f | | SEEM | 65.6 | Not recorded | 68fa769a1e209131cea6e10f | | MagNet | 65.4 | Not recorded | 68fa769a1e209131cea6e10f | | ReLA (2023b) | 65 | Not recorded | 68fa769a1e209131cea6e10f | | ReLA (2023a) | 65 | Not recorded | 68fa769a1e209131cea6e10f | | CGFormer | 64.7 | Not recorded | 68fa769a1e209131cea6e10f | | ReMamber | 63.9 | Not recorded | 68fa769a1e209131cea6e10f | | DMMI | 63.5 | Not recorded | 68fa769a1e209131cea6e10f | | BarLeRIA | 63.4 | Not recorded | 68fa769a1e209131cea6e10f | | VPD | 63.1 | Not recorded | 68fa769a1e209131cea6e10f | | CRIS | 59.9 | Not recorded | 68fa769a1e209131cea6e10f | | ETRIS | 59.8 | Not recorded | 68fa769a1e209131cea6e10f | | RESTR | 54.5 | Not recorded | 68fa769a1e209131cea6e10f | ### DETRIS-L\* IoU: 74.6. Result ID: 6994463b3a6c3148491c3376. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Tuning Protocol":"Parameter Efficient Tuning","Training Data Strategy":"Mixed RefCOCO dataset","Model Scale":"Large"}. This record does not assert independent reproduction. ### UNINEXT-L IoU: 73.4. Result ID: 6994463b3a6c3148491c3375. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Training Data Strategy":"Mixed RefCOCO dataset","Model Scale":"Large"}. This record does not assert independent reproduction. ### DETRIS-L IoU: 69.3. Result ID: 6994463b3a6c3148491c3373. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Tuning Protocol":"Parameter Efficient Tuning","Model Scale":"Large"}. This record does not assert independent reproduction. ### PolyFormer-L\* IoU: 69.2. Result ID: 6994463b3a6c3148491c3374. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Training Data Strategy":"Mixed RefCOCO dataset","Model Scale":"Large"}. This record does not assert independent reproduction. ### DETRIS-B IoU: 67.9. Result ID: 6994463b3a6c3148491c3372. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Tuning Protocol":"Parameter Efficient Tuning","Model Scale":"Base"}. This record does not assert independent reproduction. ### RISCLIP-B IoU: 67.6. Result ID: 6994463b3a6c3148491c336f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Tuning Protocol":"Traditional Full Fine-tuning","Model Scale":"Base"}. This record does not assert independent reproduction. ### LISA-7B IoU: 66.4. Result ID: 6994463b3a6c3148491c336c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Tuning Protocol":"Traditional Full Fine-tuning","Model Scale":"7B"}. This record does not assert independent reproduction. ### SEEM IoU: 65.6. Result ID: 6994463b3a6c3148491c3366. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Tuning Protocol":"Traditional Full Fine-tuning"}. This record does not assert independent reproduction. ### MagNet IoU: 65.4. Result ID: 6994463b3a6c3148491c336d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Tuning Protocol":"Traditional Full Fine-tuning"}. This record does not assert independent reproduction. ### ReLA (2023b) IoU: 65. Result ID: 6994463b3a6c3148491c3369. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Tuning Protocol":"Traditional Full Fine-tuning"}. This record does not assert independent reproduction. ### ReLA (2023a) IoU: 65. Result ID: 6994463b3a6c3148491c336a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Tuning Protocol":"Traditional Full Fine-tuning"}. This record does not assert independent reproduction. ### CGFormer IoU: 64.7. Result ID: 6994463b3a6c3148491c336b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Tuning Protocol":"Traditional Full Fine-tuning"}. This record does not assert independent reproduction. ### ReMamber IoU: 63.9. Result ID: 6994463b3a6c3148491c336e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Tuning Protocol":"Traditional Full Fine-tuning"}. This record does not assert independent reproduction. ### DMMI IoU: 63.5. Result ID: 6994463b3a6c3148491c3368. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Tuning Protocol":"Traditional Full Fine-tuning"}. This record does not assert independent reproduction. ### BarLeRIA IoU: 63.4. Result ID: 6994463b3a6c3148491c3371. [Reporting paper]() Recorded evaluation configuration: {"Tuning Protocol":"Parameter Efficient Tuning"}. This record does not assert independent reproduction. ### VPD IoU: 63.1. Result ID: 6994463b3a6c3148491c3367. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Tuning Protocol":"Traditional Full Fine-tuning"}. This record does not assert independent reproduction. ### CRIS IoU: 59.9. Result ID: 6994463b3a6c3148491c3365. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Tuning Protocol":"Traditional Full Fine-tuning"}. This record does not assert independent reproduction. ### ETRIS IoU: 59.8. Result ID: 6994463b3a6c3148491c3370. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Tuning Protocol":"Parameter Efficient Tuning"}. This record does not assert independent reproduction. ### RESTR IoU: 54.5. Result ID: 6994463b3a6c3148491c3364. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Tuning Protocol":"Traditional Full Fine-tuning"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.