# Object Detection on RGB-NIR Dataset Source: [Object Detection on RGB-NIR Dataset]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:40:48.751Z Evaluation of Object Detection performance on the RGB-NIR Dataset, reporting metrics including Detection mAP, Average IOU, F1 score, Precision, and Recall. 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 | Object Detection | | Dataset (including any stated split) | RGB-NIR Dataset | | Metric | Detection mAP | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 9 of 9 | | 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 - [Detection mAP](): Higher is better; unit: PERCENT. - [Avg IoU](): Higher is better; unit: PERCENT. - [F1 Score](): Higher is better; unit: PERCENT. - [Precision](): Higher is better; unit: PERCENT. - [Recall](): Higher is better; unit: PERCENT. ## Recorded results | Method | Detection mAP | Result date | Report paper | | --- | --- | --- | --- | | RGB-NIR image fusion method | 82.8 | Not recorded | 68fa76021e209131cea6ae65 | | Bayesian | 77.3 | Not recorded | 68fa76021e209131cea6ae65 | | Adaptive | 76.2 | Not recorded | 68fa76021e209131cea6ae65 | | RGB | 75.6 | Not recorded | 68fa76021e209131cea6ae65 | | YCrCb | 74.5 | Not recorded | 68fa76021e209131cea6ae65 | | HSV (our baseline) | 74.4 | Not recorded | 68fa76021e209131cea6ae65 | | VGG-NIR | 72.6 | Not recorded | 68fa76021e209131cea6ae65 | | NIR | 70.3 | Not recorded | 68fa76021e209131cea6ae65 | | DarkVision | 57.1 | Not recorded | 68fa76021e209131cea6ae65 | ### RGB-NIR image fusion method Detection mAP: 82.8. Result ID: 69940aba3a6c3148491a9f24. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Detector":"YOLO"}. This record does not assert independent reproduction. ### Bayesian Detection mAP: 77.3. Result ID: 69940aba3a6c3148491a9f1f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Detector":"YOLO"}. This record does not assert independent reproduction. ### Adaptive Detection mAP: 76.2. Result ID: 69940aba3a6c3148491a9f21. [Reporting paper]() Recorded evaluation configuration: {"Detector":"YOLO"}. This record does not assert independent reproduction. ### RGB Detection mAP: 75.6. Result ID: 69940aba3a6c3148491a9f1c. [Reporting paper]() Recorded evaluation configuration: {"Detector":"YOLO"}. This record does not assert independent reproduction. ### YCrCb Detection mAP: 74.5. Result ID: 69940aba3a6c3148491a9f1e. [Reporting paper]() Recorded evaluation configuration: {"Detector":"YOLO"}. This record does not assert independent reproduction. ### HSV (our baseline) Detection mAP: 74.4. Result ID: 69940aba3a6c3148491a9f23. [Reporting paper]() Recorded evaluation configuration: {"Detector":"YOLO"}. This record does not assert independent reproduction. ### VGG-NIR Detection mAP: 72.6. Result ID: 69940aba3a6c3148491a9f22. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Detector":"YOLO"}. This record does not assert independent reproduction. ### NIR Detection mAP: 70.3. Result ID: 69940aba3a6c3148491a9f1d. [Reporting paper]() Recorded evaluation configuration: {"Detector":"YOLO"}. This record does not assert independent reproduction. ### DarkVision Detection mAP: 57.1. Result ID: 69940aba3a6c3148491a9f20. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Detector":"YOLO"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.