# Referring Object Detection on RefCOCO+ (val) Source: [Referring Object Detection on RefCOCO+ (val)]() Collection index: [llms.txt]() Data updated: 2026-03-26T14:35:06.862Z Evaluation of Referring Object Detection performance on the validation split of the RefCOCO+ 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) | RefCOCO+ (val) | | Metric | Top-1 Acc | | 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 Acc](): Higher is better; unit: PERCENT. ## Recorded results | Method | Top-1 Acc | Result date | Report paper | | --- | --- | --- | --- | | HeROD-G | 81.79 | Not recorded | 69c4bdb80636e5bf4afc778a | | DQ-DETR | 81.66 | Not recorded | 69c4bdb80636e5bf4afc778a | | Grounding DINO\* | 80.67 | Not recorded | 69c4bdb80636e5bf4afc778a | | MDETR | 79.52 | Not recorded | 69c4bdb80636e5bf4afc778a | | RefTR | 77.55 | Not recorded | 69c4bdb80636e5bf4afc778a | | VILLA-L | 76.17 | Not recorded | 69c4bdb80636e5bf4afc778a | | HeROD-U | 68.78 | Not recorded | 69c4bdb80636e5bf4afc778a | | MAttNet | 65.33 | Not recorded | 69c4bdb80636e5bf4afc778a | | TransVG | 64.82 | Not recorded | 69c4bdb80636e5bf4afc778a | | VGTR | 63.91 | Not recorded | 69c4bdb80636e5bf4afc778a | | UNINEXT\* | 63.87 | Not recorded | 69c4bdb80636e5bf4afc778a | | Grounding DINO\* | 51.46 | Not recorded | 69c4bdb80636e5bf4afc778a | ### HeROD-G Top-1 Acc: 81.79. Result ID: 69c543fd47f34ce924af31cb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Fine-tuning":"w/"}. This record does not assert independent reproduction. ### DQ-DETR Top-1 Acc: 81.66. Result ID: 69c543fd47f34ce924af31c6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Fine-tuning":"w/"}. This record does not assert independent reproduction. ### Grounding DINO\* Top-1 Acc: 80.67. Result ID: 69c543fd47f34ce924af31ca. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Fine-tuning":"w/"}. This record does not assert independent reproduction. ### MDETR Top-1 Acc: 79.52. Result ID: 69c543fd47f34ce924af31c5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Fine-tuning":"w/"}. This record does not assert independent reproduction. ### RefTR Top-1 Acc: 77.55. Result ID: 69c543fd47f34ce924af31c4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Fine-tuning":"w/"}. This record does not assert independent reproduction. ### VILLA-L Top-1 Acc: 76.17. Result ID: 69c543fd47f34ce924af31c3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Fine-tuning":"w/"}. This record does not assert independent reproduction. ### HeROD-U Top-1 Acc: 68.78. Result ID: 69c543fd47f34ce924af31c8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Fine-tuning":"w/"}. This record does not assert independent reproduction. ### MAttNet Top-1 Acc: 65.33. Result ID: 69c543fd47f34ce924af31c0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Fine-tuning":"w/"}. This record does not assert independent reproduction. ### TransVG Top-1 Acc: 64.82. Result ID: 69c543fd47f34ce924af31c2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Fine-tuning":"w/"}. This record does not assert independent reproduction. ### VGTR Top-1 Acc: 63.91. Result ID: 69c543fd47f34ce924af31c1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Fine-tuning":"w/"}. This record does not assert independent reproduction. ### UNINEXT\* Top-1 Acc: 63.87. Result ID: 69c543fd47f34ce924af31c7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Fine-tuning":"w/"}. This record does not assert independent reproduction. ### Grounding DINO\* Top-1 Acc: 51.46. Result ID: 69c543fd47f34ce924af31c9. [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.