# Referring Object Detection on RefCOCOg (val) Source: [Referring Object Detection on RefCOCOg (val)]() Collection index: [llms.txt]() Data updated: 2026-03-26T14:35:06.955Z Evaluation of Referring Object Detection performance on the validation split of the RefCOCOg dataset, typically measured using accuracy metrics like 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 (val) | | 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 | 85.4 | Not recorded | 69c4bdb80636e5bf4afc778a | | Grounding DINO\* | 84.66 | Not recorded | 69c4bdb80636e5bf4afc778a | | DQ-DETR | 82.76 | Not recorded | 69c4bdb80636e5bf4afc778a | | MDETR | 81.64 | Not recorded | 69c4bdb80636e5bf4afc778a | | RefTR | 79.25 | Not recorded | 69c4bdb80636e5bf4afc778a | | VILLA-L | 76.18 | Not recorded | 69c4bdb80636e5bf4afc778a | | HeROD-U | 69.06 | Not recorded | 69c4bdb80636e5bf4afc778a | | TransVG | 68.67 | Not recorded | 69c4bdb80636e5bf4afc778a | | MAttNet | 66.58 | Not recorded | 69c4bdb80636e5bf4afc778a | | VGTR | 65.73 | Not recorded | 69c4bdb80636e5bf4afc778a | | UNINEXT\* | 64.18 | Not recorded | 69c4bdb80636e5bf4afc778a | | Grounding DINO\* | 60.38 | Not recorded | 69c4bdb80636e5bf4afc778a | ### HeROD-G Top-1 Accuracy: 85.4. Result ID: 69c543fd47f34ce924af31ef. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Fine-tuning":"w/"}. This record does not assert independent reproduction. ### Grounding DINO\* Top-1 Accuracy: 84.66. Result ID: 69c543fd47f34ce924af31ee. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Fine-tuning":"w/"}. This record does not assert independent reproduction. ### DQ-DETR Top-1 Accuracy: 82.76. Result ID: 69c543fd47f34ce924af31ea. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Fine-tuning":"w/"}. This record does not assert independent reproduction. ### MDETR Top-1 Accuracy: 81.64. Result ID: 69c543fd47f34ce924af31e9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Fine-tuning":"w/"}. This record does not assert independent reproduction. ### RefTR Top-1 Accuracy: 79.25. Result ID: 69c543fd47f34ce924af31e8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Fine-tuning":"w/"}. This record does not assert independent reproduction. ### VILLA-L Top-1 Accuracy: 76.18. Result ID: 69c543fd47f34ce924af31e7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Fine-tuning":"w/"}. This record does not assert independent reproduction. ### HeROD-U Top-1 Accuracy: 69.06. Result ID: 69c543fd47f34ce924af31ec. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Fine-tuning":"w/"}. This record does not assert independent reproduction. ### TransVG Top-1 Accuracy: 68.67. Result ID: 69c543fd47f34ce924af31e6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Fine-tuning":"w/"}. This record does not assert independent reproduction. ### MAttNet Top-1 Accuracy: 66.58. Result ID: 69c543fd47f34ce924af31e4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Fine-tuning":"w/"}. This record does not assert independent reproduction. ### VGTR Top-1 Accuracy: 65.73. Result ID: 69c543fd47f34ce924af31e5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Fine-tuning":"w/"}. This record does not assert independent reproduction. ### UNINEXT\* Top-1 Accuracy: 64.18. Result ID: 69c543fd47f34ce924af31eb. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Fine-tuning":"w/"}. This record does not assert independent reproduction. ### Grounding DINO\* Top-1 Accuracy: 60.38. Result ID: 69c543fd47f34ce924af31ed. [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.