# Referring Object Detection on RefCOCO+ (testB) Source: [Referring Object Detection on RefCOCO+ (testB)]() Collection index: [llms.txt]() Data updated: 2026-03-26T14:35:06.927Z Evaluation of Referring Object Detection performance on the test B 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+ (testB) | | 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 | 74.11 | Not recorded | 69c4bdb80636e5bf4afc778a | | DQ-DETR | 73.21 | Not recorded | 69c4bdb80636e5bf4afc778a | | Grounding DINO\* | 72.76 | Not recorded | 69c4bdb80636e5bf4afc778a | | MDETR | 70.62 | Not recorded | 69c4bdb80636e5bf4afc778a | | RefTR | 68.99 | Not recorded | 69c4bdb80636e5bf4afc778a | | VILLA-L | 66.84 | Not recorded | 69c4bdb80636e5bf4afc778a | | HeROD-U | 58.01 | Not recorded | 69c4bdb80636e5bf4afc778a | | TransVG | 56.94 | Not recorded | 69c4bdb80636e5bf4afc778a | | VGTR | 56.51 | Not recorded | 69c4bdb80636e5bf4afc778a | | MAttNet | 56.02 | Not recorded | 69c4bdb80636e5bf4afc778a | | UNINEXT\* | 55.33 | Not recorded | 69c4bdb80636e5bf4afc778a | | Grounding DINO\* | 46.06 | Not recorded | 69c4bdb80636e5bf4afc778a | ### HeROD-G Top-1 Accuracy: 74.11. Result ID: 69c543fd47f34ce924af31e3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Fine-tuning":"w/"}. This record does not assert independent reproduction. ### DQ-DETR Top-1 Accuracy: 73.21. Result ID: 69c543fd47f34ce924af31de. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Fine-tuning":"w/"}. This record does not assert independent reproduction. ### Grounding DINO\* Top-1 Accuracy: 72.76. Result ID: 69c543fd47f34ce924af31e2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Fine-tuning":"w/"}. This record does not assert independent reproduction. ### MDETR Top-1 Accuracy: 70.62. Result ID: 69c543fd47f34ce924af31dd. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Fine-tuning":"w/"}. This record does not assert independent reproduction. ### RefTR Top-1 Accuracy: 68.99. Result ID: 69c543fd47f34ce924af31dc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Fine-tuning":"w/"}. This record does not assert independent reproduction. ### VILLA-L Top-1 Accuracy: 66.84. Result ID: 69c543fd47f34ce924af31db. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Fine-tuning":"w/"}. This record does not assert independent reproduction. ### HeROD-U Top-1 Accuracy: 58.01. Result ID: 69c543fd47f34ce924af31e0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Fine-tuning":"w/"}. This record does not assert independent reproduction. ### TransVG Top-1 Accuracy: 56.94. Result ID: 69c543fd47f34ce924af31da. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Fine-tuning":"w/"}. This record does not assert independent reproduction. ### VGTR Top-1 Accuracy: 56.51. Result ID: 69c543fd47f34ce924af31d9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Fine-tuning":"w/"}. This record does not assert independent reproduction. ### MAttNet Top-1 Accuracy: 56.02. Result ID: 69c543fd47f34ce924af31d8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Fine-tuning":"w/"}. This record does not assert independent reproduction. ### UNINEXT\* Top-1 Accuracy: 55.33. Result ID: 69c543fd47f34ce924af31df. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Fine-tuning":"w/"}. This record does not assert independent reproduction. ### Grounding DINO\* Top-1 Accuracy: 46.06. Result ID: 69c543fd47f34ce924af31e1. [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.