# Referring Object Detection on RefCOCO+ (testA) Source: [Referring Object Detection on RefCOCO+ (testA)]() Collection index: [llms.txt]() Data updated: 2026-03-26T14:35:06.899Z Evaluation of Referring Object Detection performance on the test A split of the RefCOCO+ 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) | RefCOCO+ (testA) | | 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 | 87.67 | Not recorded | 69c4bdb80636e5bf4afc778a | | Grounding DINO\* | 86.99 | Not recorded | 69c4bdb80636e5bf4afc778a | | DQ-DETR | 86.15 | Not recorded | 69c4bdb80636e5bf4afc778a | | MDETR | 84.09 | Not recorded | 69c4bdb80636e5bf4afc778a | | RefTR | 82.26 | Not recorded | 69c4bdb80636e5bf4afc778a | | VILLA-L | 81.54 | Not recorded | 69c4bdb80636e5bf4afc778a | | HeROD-U | 74.73 | Not recorded | 69c4bdb80636e5bf4afc778a | | MAttNet | 71.62 | Not recorded | 69c4bdb80636e5bf4afc778a | | TransVG | 70.7 | Not recorded | 69c4bdb80636e5bf4afc778a | | VGTR | 70.09 | Not recorded | 69c4bdb80636e5bf4afc778a | | UNINEXT\* | 68.98 | Not recorded | 69c4bdb80636e5bf4afc778a | | Grounding DINO\* | 57.06 | Not recorded | 69c4bdb80636e5bf4afc778a | ### HeROD-G Top-1 Accuracy: 87.67. Result ID: 69c543fd47f34ce924af31d7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Fine-tuning":"w/"}. This record does not assert independent reproduction. ### Grounding DINO\* Top-1 Accuracy: 86.99. Result ID: 69c543fd47f34ce924af31d6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Fine-tuning":"w/"}. This record does not assert independent reproduction. ### DQ-DETR Top-1 Accuracy: 86.15. Result ID: 69c543fd47f34ce924af31d2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Fine-tuning":"w/"}. This record does not assert independent reproduction. ### MDETR Top-1 Accuracy: 84.09. Result ID: 69c543fd47f34ce924af31d1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Fine-tuning":"w/"}. This record does not assert independent reproduction. ### RefTR Top-1 Accuracy: 82.26. Result ID: 69c543fd47f34ce924af31d0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Fine-tuning":"w/"}. This record does not assert independent reproduction. ### VILLA-L Top-1 Accuracy: 81.54. Result ID: 69c543fd47f34ce924af31cf. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Fine-tuning":"w/"}. This record does not assert independent reproduction. ### HeROD-U Top-1 Accuracy: 74.73. Result ID: 69c543fd47f34ce924af31d4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Fine-tuning":"w/"}. This record does not assert independent reproduction. ### MAttNet Top-1 Accuracy: 71.62. Result ID: 69c543fd47f34ce924af31cc. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Fine-tuning":"w/"}. This record does not assert independent reproduction. ### TransVG Top-1 Accuracy: 70.7. Result ID: 69c543fd47f34ce924af31ce. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Fine-tuning":"w/"}. This record does not assert independent reproduction. ### VGTR Top-1 Accuracy: 70.09. Result ID: 69c543fd47f34ce924af31cd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Fine-tuning":"w/"}. This record does not assert independent reproduction. ### UNINEXT\* Top-1 Accuracy: 68.98. Result ID: 69c543fd47f34ce924af31d3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Fine-tuning":"w/"}. This record does not assert independent reproduction. ### Grounding DINO\* Top-1 Accuracy: 57.06. Result ID: 69c543fd47f34ce924af31d5. [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.