# Referring Image Segmentation on RefCOCO easy (val) Source: [Referring Image Segmentation on RefCOCO easy (val)]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:11:12.371Z Evaluation of Referring Image Segmentation performance on the 'easy' subset of the validation split of the RefCOCO dataset, typically measured using IoU metrics like oIoU. 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 easy (val) | | Metric | oIoU | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 14 of 14 | | 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. ## Recorded results | Method | oIoU | Result date | Report paper | | --- | --- | --- | --- | | MagNet+ | 76.55 | Not recorded | 68fa72a31e209131cea57b98 | | MagNet | 75.24 | Not recorded | 68fa72a31e209131cea57b98 | | MCRES | 74.92 | Not recorded | 68fa72a31e209131cea57b98 | | PVD | 74.82 | Not recorded | 68fa72a31e209131cea57b98 | | PolyFormer | 74.82 | Not recorded | 68fa72a31e209131cea57b98 | | CoupAlign | 74.7 | Not recorded | 68fa72a31e209131cea57b98 | | SADLR | 74.24 | Not recorded | 68fa72a31e209131cea57b98 | | LISA-7B | 74.1 | Not recorded | 68fa72a31e209131cea57b98 | | ReLA | 73.82 | Not recorded | 68fa72a31e209131cea57b98 | | VPD | 73.46 | Not recorded | 68fa72a31e209131cea57b98 | | LAVT | 72.73 | Not recorded | 68fa72a31e209131cea57b98 | | CRIS | 70.47 | Not recorded | 68fa72a31e209131cea57b98 | | ReSTR | 67.22 | Not recorded | 68fa72a31e209131cea57b98 | | VLT | 65.65 | Not recorded | 68fa72a31e209131cea57b98 | ### MagNet+ oIoU: 76.55. Result ID: 699267133a6c3148490eb62d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Swin-B","Training Setting":"Multiple Datasets"}. This record does not assert independent reproduction. ### MagNet oIoU: 75.24. Result ID: 699267133a6c3148490eb62a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Swin-B","Training Setting":"Single Dataset"}. This record does not assert independent reproduction. ### MCRES oIoU: 74.92. Result ID: 699267133a6c3148490eb628. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Swin-B","Training Setting":"Single Dataset"}. This record does not assert independent reproduction. ### PVD oIoU: 74.82. Result ID: 699267133a6c3148490eb626. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Swin-B","Training Setting":"Single Dataset"}. This record does not assert independent reproduction. ### PolyFormer oIoU: 74.82. Result ID: 699267133a6c3148490eb62c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"Swin-B","Training Setting":"Multiple Datasets"}. This record does not assert independent reproduction. ### CoupAlign oIoU: 74.7. Result ID: 699267133a6c3148490eb625. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Swin-B","Training Setting":"Single Dataset"}. This record does not assert independent reproduction. ### SADLR oIoU: 74.24. Result ID: 699267133a6c3148490eb627. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Swin-B","Training Setting":"Single Dataset"}. This record does not assert independent reproduction. ### LISA-7B oIoU: 74.1. Result ID: 699267133a6c3148490eb62b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"SAM-H","Training Setting":"Multiple Datasets"}. This record does not assert independent reproduction. ### ReLA oIoU: 73.82. Result ID: 699267133a6c3148490eb629. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"Swin-B","Training Setting":"Single Dataset"}. This record does not assert independent reproduction. ### VPD oIoU: 73.46. Result ID: 699267133a6c3148490eb624. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Swin-B","Training Setting":"Single Dataset"}. This record does not assert independent reproduction. ### LAVT oIoU: 72.73. Result ID: 699267133a6c3148490eb623. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"Swin-B","Training Setting":"Single Dataset"}. This record does not assert independent reproduction. ### CRIS oIoU: 70.47. Result ID: 699267133a6c3148490eb622. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-101","Training Setting":"Single Dataset"}. This record does not assert independent reproduction. ### ReSTR oIoU: 67.22. Result ID: 699267133a6c3148490eb621. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B-16","Training Setting":"Single Dataset"}. This record does not assert independent reproduction. ### VLT oIoU: 65.65. Result ID: 699267133a6c3148490eb620. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"Darknet-53","Training Setting":"Single Dataset"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.