# Open-Vocabulary Object Detection on OV-COCO-C (test) Source: [Open-Vocabulary Object Detection on OV-COCO-C (test)]() Collection index: [llms.txt]() Data updated: 2026-03-31T09:53:32.001Z Evaluation of Open-Vocabulary Object Detection performance on the OV-COCO-C test set, reporting mAP50 and performance across various visual corruption types (e.g., Gaussian noise, fog, JPEG compression). 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 | Open-Vocabulary Object Detection | | Dataset (including any stated split) | OV-COCO-C (test) | | Metric | mAP@0.5 (Gauss) | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 11 of 11 | | 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 - [mAP@0.5 (Gauss)](): Higher is better; unit: PERCENT. - [mAP@0.5 (Shot)](): Higher is better; unit: PERCENT. - [mAP@0.5 (Impulse)](): Higher is better; unit: PERCENT. - [mAP@0.5 (Defocus)](): Higher is better; unit: PERCENT. - [mAP@0.5 (Glass)](): Higher is better; unit: PERCENT. - [mAP@0.5 (Motion)](): Higher is better; unit: PERCENT. - [mAP@0.5 (Zoom)](): Higher is better; unit: PERCENT. - [mAP@0.5 (Snow)](): Higher is better; unit: PERCENT. - [mAP@0.5 (Frost)](): Higher is better; unit: PERCENT. - [mAP@0.5 (Fog)](): Higher is better; unit: PERCENT. - [mAP@0.5 (Brightness)](): Higher is better; unit: PERCENT. - [mAP@0.5 (Contrast)](): Higher is better; unit: PERCENT. - [mAP@0.5 (Elastic)](): Higher is better; unit: PERCENT. - [mAP@0.5 (Pixelate)](): Higher is better; unit: PERCENT. - [mAP@0.5 (JPEG)](): Higher is better; unit: PERCENT. - [mAP@0.5 (Overall Average)](): Higher is better; unit: PERCENT. ## Recorded results | Method | mAP@0.5 (Gauss) | Result date | Report paper | | --- | --- | --- | --- | | Baron | 17.8 | Not recorded | 69cb555f0636e5bf4afca249 | | PICA | 17.8 | Not recorded | 69cb555f0636e5bf4afca249 | | Baron† | 17.7 | Not recorded | 69cb555f0636e5bf4afca249 | | Obj | 16.1 | Not recorded | 69cb555f0636e5bf4afca249 | | RALF | 16 | Not recorded | 69cb555f0636e5bf4afca249 | | Baron\* | 15.8 | Not recorded | 69cb555f0636e5bf4afca249 | | VL-PLM | 14.1 | Not recorded | 69cb555f0636e5bf4afca249 | | R.CLIP | 12.5 | Not recorded | 69cb555f0636e5bf4afca249 | | DQUO | 9.7 | Not recorded | 69cb555f0636e5bf4afca249 | | SIA | 9.1 | Not recorded | 69cb555f0636e5bf4afca249 | | CORA | 8.6 | Not recorded | 69cb555f0636e5bf4afca249 | ### Baron mAP@0.5 (Gauss): 17.8. Result ID: 69cb998f47f34ce924b45701. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### PICA mAP@0.5 (Gauss): 17.8. Result ID: 69cb998f47f34ce924b45707. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Baron† mAP@0.5 (Gauss): 17.7. Result ID: 69cb998f47f34ce924b45706. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Augmentation":"Mixup with DeepCORAL"}. This record does not assert independent reproduction. ### Obj mAP@0.5 (Gauss): 16.1. Result ID: 69cb998f47f34ce924b456ff. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### RALF mAP@0.5 (Gauss): 16. Result ID: 69cb998f47f34ce924b45703. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Baron\* mAP@0.5 (Gauss): 15.8. Result ID: 69cb998f47f34ce924b45705. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Augmentation":"Mixup with DDC"}. This record does not assert independent reproduction. ### VL-PLM mAP@0.5 (Gauss): 14.1. Result ID: 69cb998f47f34ce924b456fe. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### R.CLIP mAP@0.5 (Gauss): 12.5. Result ID: 69cb998f47f34ce924b456fd. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DQUO mAP@0.5 (Gauss): 9.7. Result ID: 69cb998f47f34ce924b45704. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SIA mAP@0.5 (Gauss): 9.1. Result ID: 69cb998f47f34ce924b45702. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CORA mAP@0.5 (Gauss): 8.6. Result ID: 69cb998f47f34ce924b45700. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.