# Camouflaged Object Detection on NC4K-D (test) Source: [Camouflaged Object Detection on NC4K-D (test)]() Collection index: [llms.txt]() Data updated: 2026-03-04T14:29:18.690Z Evaluation of Camouflaged Object Detection performance on the test split of the NC4K-D subset/version of the NC4K dataset, reporting standard object detection metrics like mAP. 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 | Camouflaged Object Detection | | Dataset (including any stated split) | NC4K-D (test) | | Metric | mAP | | 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 - [mAP](): Higher is better; unit: PERCENT. - [AP50](): Higher is better; unit: PERCENT. - [AP75](): Higher is better; unit: PERCENT. ## Recorded results | Method | mAP | Result date | Report paper | | --- | --- | --- | --- | | RT-DETR-L | 35.9 | Not recorded | 69a66c632d603e6de3e3d23d | | RT-DETR-L | 34.1 | Not recorded | 69a66c632d603e6de3e3d23d | | YOLO12s | 33.7 | Not recorded | 69a66c632d603e6de3e3d23d | | YOLOv8s | 32 | Not recorded | 69a66c632d603e6de3e3d23d | | YOLO11s | 31.9 | Not recorded | 69a66c632d603e6de3e3d23d | | YOLOv8s | 29 | Not recorded | 69a66c632d603e6de3e3d23d | | YOLO11s | 27 | Not recorded | 69a66c632d603e6de3e3d23d | | YOLO12s | 26 | Not recorded | 69a66c632d603e6de3e3d23d | ### RT-DETR-L mAP: 35.9. Result ID: 69a841bb6dbb7075b94f12b0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"strategy":"baseline"}. This record does not assert independent reproduction. ### RT-DETR-L mAP: 34.1. Result ID: 69a841bb6dbb7075b94f12b1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"strategy":"YCDa-enhanced"}. This record does not assert independent reproduction. ### YOLO12s mAP: 33.7. Result ID: 69a841bb6dbb7075b94f12b7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"strategy":"YCDa-enhanced"}. This record does not assert independent reproduction. ### YOLOv8s mAP: 32. Result ID: 69a841bb6dbb7075b94f12b3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"strategy":"YCDa-enhanced"}. This record does not assert independent reproduction. ### YOLO11s mAP: 31.9. Result ID: 69a841bb6dbb7075b94f12b5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"strategy":"YCDa-enhanced"}. This record does not assert independent reproduction. ### YOLOv8s mAP: 29. Result ID: 69a841bb6dbb7075b94f12b2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"strategy":"baseline"}. This record does not assert independent reproduction. ### YOLO11s mAP: 27. Result ID: 69a841bb6dbb7075b94f12b4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"strategy":"baseline"}. This record does not assert independent reproduction. ### YOLO12s mAP: 26. Result ID: 69a841bb6dbb7075b94f12b6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"strategy":"baseline"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.