# Visual Grounding on ReferCOCO+ v1 (testB) Source: [Visual Grounding on ReferCOCO+ v1 (testB)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:26:54.959Z Evaluation of Visual Grounding performance on the testB split of the ReferCOCO+ v1 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 | Visual Grounding | | Dataset (including any stated split) | ReferCOCO+ v1 (testB) | | 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 | 78.17 | Not recorded | 68fa6ffa1e209131cea484a8 | | OFA | 77.77 | Not recorded | 68fa6ffa1e209131cea484a8 | | UNICORN | 71.88 | Not recorded | 68fa6ffa1e209131cea484a8 | | MDETR | 70.62 | Not recorded | 68fa6ffa1e209131cea484a8 | | VILLA | 66.84 | Not recorded | 68fa6ffa1e209131cea484a8 | | UNITER | 66.7 | Not recorded | 68fa6ffa1e209131cea484a8 | | VLBERT | 62.3 | Not recorded | 68fa6ffa1e209131cea484a8 | ### mPLUG Acc@0.5: 78.17. Result ID: 699103fb3a6c3148490508a4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### OFA Acc@0.5: 77.77. Result ID: 699103fb3a6c3148490508a3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### UNICORN Acc@0.5: 71.88. Result ID: 699103fb3a6c3148490508a2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MDETR Acc@0.5: 70.62. Result ID: 699103fb3a6c3148490508a1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### VILLA Acc@0.5: 66.84. Result ID: 699103fb3a6c3148490508a0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### UNITER Acc@0.5: 66.7. Result ID: 699103fb3a6c31484905089f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### VLBERT Acc@0.5: 62.3. Result ID: 699103fb3a6c31484905089e. [Reporting paper]() [Method origin paper]() 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.