# Visual Grounding on ReferCOCO v1 (testA) Source: [Visual Grounding on ReferCOCO v1 (testA)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:26:54.930Z Evaluation of Visual Grounding performance on the testA split of the ReferCOCO v1 dataset, measured using Acc@0.5. 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 | Visual Grounding | | Dataset (including any stated split) | ReferCOCO v1 (testA) | | Metric | Acc@0.5 | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 7 of 7 | | 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 - [Acc@0.5](): Higher is better; unit: PERCENT. ## Recorded results | Method | Acc@0.5 | Result date | Report paper | | --- | --- | --- | --- | | mPLUG | 94.51 | Not recorded | 68fa6ffa1e209131cea484a8 | | OFA | 92.93 | Not recorded | 68fa6ffa1e209131cea484a8 | | UNICORN | 90.42 | Not recorded | 68fa6ffa1e209131cea484a8 | | MDETR | 89.58 | Not recorded | 68fa6ffa1e209131cea484a8 | | VILLA | 87.48 | Not recorded | 68fa6ffa1e209131cea484a8 | | VLBERT | 87.04 | Not recorded | 68fa6ffa1e209131cea484a8 | | UNITER | 87.04 | Not recorded | 68fa6ffa1e209131cea484a8 | ### mPLUG Acc@0.5: 94.51. Result ID: 699103fb3a6c314849050888. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### OFA Acc@0.5: 92.93. Result ID: 699103fb3a6c314849050887. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### UNICORN Acc@0.5: 90.42. Result ID: 699103fb3a6c314849050886. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MDETR Acc@0.5: 89.58. Result ID: 699103fb3a6c314849050885. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### VILLA Acc@0.5: 87.48. Result ID: 699103fb3a6c314849050884. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### VLBERT Acc@0.5: 87.04. Result ID: 699103fb3a6c314849050882. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### UNITER Acc@0.5: 87.04. Result ID: 699103fb3a6c314849050883. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.