# Referring Object Detection on RefCOCO cleaned Source: [Referring Object Detection on RefCOCO cleaned]() Collection index: [llms.txt]() Data updated: 2026-03-26T14:35:07.012Z Evaluation of Referring Object Detection performance on the cleaned version of the RefCOCO dataset. 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 cleaned | | Metric | Top-1 Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 4 of 4 | | 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 | 82.42 | Not recorded | 69c4bdb80636e5bf4afc778a | | HeROD | 74.83 | Not recorded | 69c4bdb80636e5bf4afc778a | | Grounding DINO | 68.64 | Not recorded | 69c4bdb80636e5bf4afc778a | | Grounding DINO | 60.57 | Not recorded | 69c4bdb80636e5bf4afc778a | ### HeROD Top-1 Accuracy: 82.42. Result ID: 69c543fd47f34ce924af322f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training data volume":"2%"}. This record does not assert independent reproduction. ### HeROD Top-1 Accuracy: 74.83. Result ID: 69c543fd47f34ce924af322e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training data volume":"0.1%"}. This record does not assert independent reproduction. ### Grounding DINO Top-1 Accuracy: 68.64. Result ID: 69c543fd47f34ce924af322d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Training data volume":"2%"}. This record does not assert independent reproduction. ### Grounding DINO Top-1 Accuracy: 60.57. Result ID: 69c543fd47f34ce924af322c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Training data volume":"0.1%"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.