# Referring Object Detection on RefCOCO+ low-data (val) Source: [Referring Object Detection on RefCOCO+ low-data (val)]() Collection index: [llms.txt]() Data updated: 2026-03-26T14:35:07.180Z Evaluation of Referring Object Detection performance on the low-data subset of the RefCOCO+ validation split. 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+ low-data (val) | | Metric | Top-1 Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 8 of 8 | | 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 | 72.6 | Not recorded | 69c4bdb80636e5bf4afc778a | | Grounding DINO | 71.9 | Not recorded | 69c4bdb80636e5bf4afc778a | | HeROD-G | 62.52 | Not recorded | 69c4bdb80636e5bf4afc778a | | Grounding DINO | 61.68 | Not recorded | 69c4bdb80636e5bf4afc778a | | HeROD-U | 51.27 | Not recorded | 69c4bdb80636e5bf4afc778a | | UNINEXT | 34.51 | Not recorded | 69c4bdb80636e5bf4afc778a | | HeROD-U | 27.03 | Not recorded | 69c4bdb80636e5bf4afc778a | | UNINEXT | 16.6 | Not recorded | 69c4bdb80636e5bf4afc778a | ### HeROD-G Top-1 Accuracy: 72.6. Result ID: 69c543fd47f34ce924af327f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training data percentage":"5%"}. This record does not assert independent reproduction. ### Grounding DINO Top-1 Accuracy: 71.9. Result ID: 69c543fd47f34ce924af327e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Training data percentage":"5%"}. This record does not assert independent reproduction. ### HeROD-G Top-1 Accuracy: 62.52. Result ID: 69c543fd47f34ce924af327b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training data percentage":"0.1%"}. This record does not assert independent reproduction. ### Grounding DINO Top-1 Accuracy: 61.68. Result ID: 69c543fd47f34ce924af327a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Training data percentage":"0.1%"}. This record does not assert independent reproduction. ### HeROD-U Top-1 Accuracy: 51.27. Result ID: 69c543fd47f34ce924af327d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training data percentage":"5%"}. This record does not assert independent reproduction. ### UNINEXT Top-1 Accuracy: 34.51. Result ID: 69c543fd47f34ce924af327c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Training data percentage":"5%"}. This record does not assert independent reproduction. ### HeROD-U Top-1 Accuracy: 27.03. Result ID: 69c543fd47f34ce924af3279. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training data percentage":"0.1%"}. This record does not assert independent reproduction. ### UNINEXT Top-1 Accuracy: 16.6. Result ID: 69c543fd47f34ce924af3278. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Training data percentage":"0.1%"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.