# Referring Object Detection on RefCOCOg (test) Source: [Referring Object Detection on RefCOCOg (test)]() Collection index: [llms.txt]() Data updated: 2026-03-26T14:35:06.986Z Evaluation of Referring Object Detection performance on the test split of the RefCOCOg 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 | Referring Object Detection | | Dataset (including any stated split) | RefCOCOg (test) | | Metric | Top-1 Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 12 of 12 | | 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 | | --- | --- | --- | --- | | HeROD-G | 84.78 | Not recorded | 69c4bdb80636e5bf4afc778a | | Grounding DINO\* | 84.56 | Not recorded | 69c4bdb80636e5bf4afc778a | | DQ-DETR | 83.44 | Not recorded | 69c4bdb80636e5bf4afc778a | | MDETR | 80.89 | Not recorded | 69c4bdb80636e5bf4afc778a | | RefTR | 80.01 | Not recorded | 69c4bdb80636e5bf4afc778a | | VILLA-L | 76.71 | Not recorded | 69c4bdb80636e5bf4afc778a | | HeROD-U | 69.19 | Not recorded | 69c4bdb80636e5bf4afc778a | | TransVG | 67.73 | Not recorded | 69c4bdb80636e5bf4afc778a | | MAttNet | 67.27 | Not recorded | 69c4bdb80636e5bf4afc778a | | VGTR | 67.23 | Not recorded | 69c4bdb80636e5bf4afc778a | | UNINEXT\* | 64.56 | Not recorded | 69c4bdb80636e5bf4afc778a | | Grounding DINO\* | 59.51 | Not recorded | 69c4bdb80636e5bf4afc778a | ### HeROD-G Top-1 Accuracy: 84.78. Result ID: 69c543fd47f34ce924af31fb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Fine-tuning":"w/"}. This record does not assert independent reproduction. ### Grounding DINO\* Top-1 Accuracy: 84.56. Result ID: 69c543fd47f34ce924af31fa. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Fine-tuning":"w/"}. This record does not assert independent reproduction. ### DQ-DETR Top-1 Accuracy: 83.44. Result ID: 69c543fd47f34ce924af31f6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Fine-tuning":"w/"}. This record does not assert independent reproduction. ### MDETR Top-1 Accuracy: 80.89. Result ID: 69c543fd47f34ce924af31f5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Fine-tuning":"w/"}. This record does not assert independent reproduction. ### RefTR Top-1 Accuracy: 80.01. Result ID: 69c543fd47f34ce924af31f4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Fine-tuning":"w/"}. This record does not assert independent reproduction. ### VILLA-L Top-1 Accuracy: 76.71. Result ID: 69c543fd47f34ce924af31f3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Fine-tuning":"w/"}. This record does not assert independent reproduction. ### HeROD-U Top-1 Accuracy: 69.19. Result ID: 69c543fd47f34ce924af31f8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Fine-tuning":"w/"}. This record does not assert independent reproduction. ### TransVG Top-1 Accuracy: 67.73. Result ID: 69c543fd47f34ce924af31f2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Fine-tuning":"w/"}. This record does not assert independent reproduction. ### MAttNet Top-1 Accuracy: 67.27. Result ID: 69c543fd47f34ce924af31f0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Fine-tuning":"w/"}. This record does not assert independent reproduction. ### VGTR Top-1 Accuracy: 67.23. Result ID: 69c543fd47f34ce924af31f1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Fine-tuning":"w/"}. This record does not assert independent reproduction. ### UNINEXT\* Top-1 Accuracy: 64.56. Result ID: 69c543fd47f34ce924af31f7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Fine-tuning":"w/"}. This record does not assert independent reproduction. ### Grounding DINO\* Top-1 Accuracy: 59.51. Result ID: 69c543fd47f34ce924af31f9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Fine-tuning":"w/o"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.