# Visual Grounding on RefCOCOg (val-u) Source: [Visual Grounding on RefCOCOg (val-u)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:28:56.160Z Evaluation of Visual Grounding performance on the validation-unseen split (val-u) of the RefCOCOg 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) | RefCOCOg (val-u) | | Metric | Accuracy | | 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 - [Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | ONE-PEACE | 89.22 | Not recorded | 68fa6f6f1e209131cea45899 | | OFA | 88.07 | Not recorded | 68fa6f6f1e209131cea45899 | | FIBER | 87.11 | Not recorded | 68fa6f6f1e209131cea45899 | | Grounding-DINO | 86.13 | Not recorded | 68fa6f6f1e209131cea45899 | | UNICORN | 83.44 | Not recorded | 68fa6f6f1e209131cea45899 | | SeqTR | 82.69 | Not recorded | 68fa6e0c1e209131cea3dad7 | | MDETR | 81.64 | Not recorded | 68fa6e0c1e209131cea3dad7 | | MDETR | 81.64 | Not recorded | 68fa6f6f1e209131cea45899 | | RefTR | 79.25 | Not recorded | 68fa6e0c1e209131cea3dad7 | | VILLA\_L | 76.18 | Not recorded | 68fa6e0c1e209131cea3dad7 | | VILLA | 76.18 | Not recorded | 68fa6f6f1e209131cea45899 | | UNITER\_L | 74.86 | Not recorded | 68fa6e0c1e209131cea3dad7 | | UNITER | 74.86 | Not recorded | 68fa6f6f1e209131cea45899 | ### ONE-PEACE Accuracy: 89.22. Result ID: 6990d0853a6c314849037d5f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### OFA Accuracy: 88.07. Result ID: 6990d0853a6c314849037d5e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### FIBER Accuracy: 87.11. Result ID: 6990d0853a6c314849037d5d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Grounding-DINO Accuracy: 86.13. Result ID: 6990d0853a6c314849037d5c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### UNICORN Accuracy: 83.44. Result ID: 6990d0853a6c314849037d5b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SeqTR Accuracy: 82.69. Result ID: 698ff6f13a6c314849fd20d3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Visual Encoder":"DN53","Params (M)":"7.90","Pre-train images":"174K"}. This record does not assert independent reproduction. ### MDETR Accuracy: 81.64. Result ID: 698ff6f13a6c314849fd20d1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Visual Encoder":"RN101","Params (M)":"17.36","Pre-train images":"200K"}. This record does not assert independent reproduction. ### MDETR Accuracy: 81.64. Result ID: 6990d0853a6c314849037d5a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### RefTR Accuracy: 79.25. Result ID: 698ff6f13a6c314849fd20d2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Visual Encoder":"RN101","Params (M)":"17.86","Pre-train images":"100K"}. This record does not assert independent reproduction. ### VILLA\_L Accuracy: 76.18. Result ID: 698ff6f13a6c314849fd20d0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Visual Encoder":"RN101","Params (M)":"4.6","Pre-train images":"4.0M"}. This record does not assert independent reproduction. ### VILLA Accuracy: 76.18. Result ID: 6990d0853a6c314849037d59. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### UNITER\_L Accuracy: 74.86. Result ID: 698ff6f13a6c314849fd20cf. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Visual Encoder":"RN101","Params (M)":"4.6","Pre-train images":"4.0M"}. This record does not assert independent reproduction. ### UNITER Accuracy: 74.86. Result ID: 6990d0853a6c314849037d58. [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.