# Visual Grounding on RefCOCOg v1 (val-u) Source: [Visual Grounding on RefCOCOg v1 (val-u)]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:07:02.626Z Evaluation of Visual Grounding performance on the validation-unseen split (val-u) of the RefCOCOg v1 dataset, measured using Top-1 Accuracy. 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) | RefCOCOg v1 (val-u) | | Metric | Top-1 Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 8 of 8 | | 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 - [Top-1 Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Top-1 Accuracy | Result date | Report paper | | --- | --- | --- | --- | | VLTVG | 76.04 | Not recorded | 68fa71f51e209131cea53cad | | UVLTrack | 75.94 | Not recorded | 68fa71f51e209131cea53cad | | SeqTR | 74.86 | Not recorded | 68fa71f51e209131cea53cad | | QRNet | 73.03 | Not recorded | 68fa71f51e209131cea53cad | | Ref-NMS | 70.55 | Not recorded | 68fa71f51e209131cea53cad | | TransVG | 68.67 | Not recorded | 68fa71f51e209131cea53cad | | ReSC-Large | 67.3 | Not recorded | 68fa71f51e209131cea53cad | | NMTree | 65.87 | Not recorded | 68fa71f51e209131cea53cad | ### VLTVG Top-1 Accuracy: 76.04. Result ID: 699212ef3a6c3148490c6663. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### UVLTrack Top-1 Accuracy: 75.94. Result ID: 699212ef3a6c3148490c6662. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model Version":"B"}. This record does not assert independent reproduction. ### SeqTR Top-1 Accuracy: 74.86. Result ID: 699212ef3a6c3148490c6664. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### QRNet Top-1 Accuracy: 73.03. Result ID: 699212ef3a6c3148490c6665. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Ref-NMS Top-1 Accuracy: 70.55. Result ID: 699212ef3a6c3148490c6667. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TransVG Top-1 Accuracy: 68.67. Result ID: 699212ef3a6c3148490c6666. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ReSC-Large Top-1 Accuracy: 67.3. Result ID: 699212ef3a6c3148490c6668. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### NMTree Top-1 Accuracy: 65.87. Result ID: 699212ef3a6c3148490c6669. [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.