# Referring Image Segmentation on RefCOCO easy (test A) Source: [Referring Image Segmentation on RefCOCO easy (test A)]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:11:12.388Z Evaluation of Referring Image Segmentation performance on the 'easy' subset of the test A split of the RefCOCO dataset. 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 A) | | 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+ | 78.27 | Not recorded | 68fa72a31e209131cea57b98 | | MagNet | 78.24 | Not recorded | 68fa72a31e209131cea57b98 | | CoupAlign | 77.76 | Not recorded | 68fa72a31e209131cea57b98 | | PVD | 77.11 | Not recorded | 68fa72a31e209131cea57b98 | | MCRES | 76.98 | Not recorded | 68fa72a31e209131cea57b98 | | PolyFormer | 76.64 | Not recorded | 68fa72a31e209131cea57b98 | | LISA-7B | 76.5 | Not recorded | 68fa72a31e209131cea57b98 | | ReLA | 76.48 | Not recorded | 68fa72a31e209131cea57b98 | | SADLR | 76.25 | Not recorded | 68fa72a31e209131cea57b98 | | LAVT | 75.82 | Not recorded | 68fa72a31e209131cea57b98 | | CRIS | 73.18 | Not recorded | 68fa72a31e209131cea57b98 | | ReSTR | 69.3 | Not recorded | 68fa72a31e209131cea57b98 | | VLT | 68.29 | Not recorded | 68fa72a31e209131cea57b98 | ### MagNet+ oIoU: 78.27. Result ID: 699267133a6c3148490eb63a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Swin-B","Training Setting":"Multiple Datasets"}. This record does not assert independent reproduction. ### MagNet oIoU: 78.24. Result ID: 699267133a6c3148490eb637. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Swin-B","Training Setting":"Single Dataset"}. This record does not assert independent reproduction. ### CoupAlign oIoU: 77.76. Result ID: 699267133a6c3148490eb632. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Swin-B","Training Setting":"Single Dataset"}. This record does not assert independent reproduction. ### PVD oIoU: 77.11. Result ID: 699267133a6c3148490eb633. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Swin-B","Training Setting":"Single Dataset"}. This record does not assert independent reproduction. ### MCRES oIoU: 76.98. Result ID: 699267133a6c3148490eb635. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Swin-B","Training Setting":"Single Dataset"}. This record does not assert independent reproduction. ### PolyFormer oIoU: 76.64. Result ID: 699267133a6c3148490eb639. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"Swin-B","Training Setting":"Multiple Datasets"}. This record does not assert independent reproduction. ### LISA-7B oIoU: 76.5. Result ID: 699267133a6c3148490eb638. [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: 76.48. Result ID: 699267133a6c3148490eb636. [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: 76.25. Result ID: 699267133a6c3148490eb634. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Swin-B","Training Setting":"Single Dataset"}. This record does not assert independent reproduction. ### LAVT oIoU: 75.82. Result ID: 699267133a6c3148490eb631. [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: 73.18. Result ID: 699267133a6c3148490eb630. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-101","Training Setting":"Single Dataset"}. This record does not assert independent reproduction. ### ReSTR oIoU: 69.3. Result ID: 699267133a6c3148490eb62f. [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: 68.29. Result ID: 699267133a6c3148490eb62e. [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.