# Referring Image Segmentation on RefCOCO easy (test B) Source: [Referring Image Segmentation on RefCOCO easy (test B)]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:11:12.406Z Evaluation of Referring Image Segmentation performance on the 'easy' subset of the test B 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 (test B) | | Metric | oIoU | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 13 of 13 | | 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+ | 72.15 | Not recorded | 68fa72a31e209131cea57b98 | | LISA-7B | 71.1 | Not recorded | 68fa72a31e209131cea57b98 | | PolyFormer | 71.06 | Not recorded | 68fa72a31e209131cea57b98 | | MagNet | 71.05 | Not recorded | 68fa72a31e209131cea57b98 | | MCRES | 70.84 | Not recorded | 68fa72a31e209131cea57b98 | | CoupAlign | 70.58 | Not recorded | 68fa72a31e209131cea57b98 | | ReLA | 70.18 | Not recorded | 68fa72a31e209131cea57b98 | | SADLR | 70.06 | Not recorded | 68fa72a31e209131cea57b98 | | PVD | 69.52 | Not recorded | 68fa72a31e209131cea57b98 | | LAVT | 68.79 | Not recorded | 68fa72a31e209131cea57b98 | | CRIS | 66.1 | Not recorded | 68fa72a31e209131cea57b98 | | ReSTR | 64.45 | Not recorded | 68fa72a31e209131cea57b98 | | VLT | 62.73 | Not recorded | 68fa72a31e209131cea57b98 | ### MagNet+ oIoU: 72.15. Result ID: 699267133a6c3148490eb647. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Swin-B","Training Setting":"Multiple Datasets"}. This record does not assert independent reproduction. ### LISA-7B oIoU: 71.1. Result ID: 699267133a6c3148490eb645. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"SAM-H","Training Setting":"Multiple Datasets"}. This record does not assert independent reproduction. ### PolyFormer oIoU: 71.06. Result ID: 699267133a6c3148490eb646. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"Swin-B","Training Setting":"Multiple Datasets"}. This record does not assert independent reproduction. ### MagNet oIoU: 71.05. Result ID: 699267133a6c3148490eb644. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Swin-B","Training Setting":"Single Dataset"}. This record does not assert independent reproduction. ### MCRES oIoU: 70.84. Result ID: 699267133a6c3148490eb642. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Swin-B","Training Setting":"Single Dataset"}. This record does not assert independent reproduction. ### CoupAlign oIoU: 70.58. Result ID: 699267133a6c3148490eb63f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Swin-B","Training Setting":"Single Dataset"}. This record does not assert independent reproduction. ### ReLA oIoU: 70.18. Result ID: 699267133a6c3148490eb643. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"Swin-B","Training Setting":"Single Dataset"}. This record does not assert independent reproduction. ### SADLR oIoU: 70.06. Result ID: 699267133a6c3148490eb641. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Swin-B","Training Setting":"Single Dataset"}. This record does not assert independent reproduction. ### PVD oIoU: 69.52. Result ID: 699267133a6c3148490eb640. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Swin-B","Training Setting":"Single Dataset"}. This record does not assert independent reproduction. ### LAVT oIoU: 68.79. Result ID: 699267133a6c3148490eb63e. [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: 66.1. Result ID: 699267133a6c3148490eb63d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-101","Training Setting":"Single Dataset"}. This record does not assert independent reproduction. ### ReSTR oIoU: 64.45. Result ID: 699267133a6c3148490eb63c. [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: 62.73. Result ID: 699267133a6c3148490eb63b. [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.