# Camouflaged Object Detection on OVCOD-D (AP, AP50, AP75) Source: [Camouflaged Object Detection on OVCOD-D (AP, AP50, AP75)]() Collection index: [llms.txt]() Data updated: 2026-03-30T07:10:35.960Z Evaluation of Camouflaged Object Detection performance on the OVCOD-D dataset, reporting standard object detection metrics AP, AP50, and AP75. 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) | OVCOD-D | | Metric | AP | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 17 of 17 | | 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 - [AP](): Higher is better; unit: PERCENT. - [AP50](): Higher is better; unit: PERCENT. - [AP75](): Higher is better; unit: PERCENT. - [FPS](): Higher is better; unit: SCALAR. ## Recorded results | Method | AP | Result date | Report paper | | --- | --- | --- | --- | | SDDF-L | 59.4 | Not recorded | 69ca035b0636e5bf4afc91c2 | | SDDF-L | 56.4 | Not recorded | 69ca035b0636e5bf4afc91c2 | | HDPNet | 56.3 | Not recorded | 69ca035b0636e5bf4afc91c2 | | CamoFormer | 55.6 | Not recorded | 69ca035b0636e5bf4afc91c2 | | SDDF-M | 54.8 | Not recorded | 69ca035b0636e5bf4afc91c2 | | DOSOD-L | 53.6 | Not recorded | 69ca035b0636e5bf4afc91c2 | | DOSOD-M | 52.9 | Not recorded | 69ca035b0636e5bf4afc91c2 | | SDDF-S | 48.2 | Not recorded | 69ca035b0636e5bf4afc91c2 | | FSPNet | 47.9 | Not recorded | 69ca035b0636e5bf4afc91c2 | | YOLO-World-L | 46.9 | Not recorded | 69ca035b0636e5bf4afc91c2 | | YOLO-World-M | 45 | Not recorded | 69ca035b0636e5bf4afc91c2 | | DOSOD-S | 44.9 | Not recorded | 69ca035b0636e5bf4afc91c2 | | SINet-V2 | 40.2 | Not recorded | 69ca035b0636e5bf4afc91c2 | | YOLO-World-S | 39.3 | Not recorded | 69ca035b0636e5bf4afc91c2 | | YOLOv8-L | 23.7 | Not recorded | 69ca035b0636e5bf4afc91c2 | | YOLOv8-M | 21.7 | Not recorded | 69ca035b0636e5bf4afc91c2 | | YOLOv8-S | 18.6 | Not recorded | 69ca035b0636e5bf4afc91c2 | ### SDDF-L AP: 59.4. Result ID: 69ca21dd47f34ce924b24f8a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pre-train":"O+G","Protocol":"Fine-tuned w/ sub-descriptions"}. This record does not assert independent reproduction. ### SDDF-L AP: 56.4. Result ID: 69ca21dd47f34ce924b24f70. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"setting":"open-set"}. This record does not assert independent reproduction. ### HDPNet AP: 56.3. Result ID: 69ca21dd47f34ce924b24f6f. [Reporting paper]() Recorded evaluation configuration: {"setting":"open-set"}. This record does not assert independent reproduction. ### CamoFormer AP: 55.6. Result ID: 69ca21dd47f34ce924b24f6e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"setting":"open-set"}. This record does not assert independent reproduction. ### SDDF-M AP: 54.8. Result ID: 69ca21dd47f34ce924b24f89. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pre-train":"O+G","Protocol":"Fine-tuned w/ sub-descriptions"}. This record does not assert independent reproduction. ### DOSOD-L AP: 53.6. Result ID: 69ca21dd47f34ce924b24f87. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pre-train":"O+G","Protocol":"Fine-tuned w/ sub-descriptions"}. This record does not assert independent reproduction. ### DOSOD-M AP: 52.9. Result ID: 69ca21dd47f34ce924b24f86. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pre-train":"O+G","Protocol":"Fine-tuned w/ sub-descriptions"}. This record does not assert independent reproduction. ### SDDF-S AP: 48.2. Result ID: 69ca21dd47f34ce924b24f88. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pre-train":"O+G","Protocol":"Fine-tuned w/ sub-descriptions"}. This record does not assert independent reproduction. ### FSPNet AP: 47.9. Result ID: 69ca21dd47f34ce924b24f6d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"setting":"open-set"}. This record does not assert independent reproduction. ### YOLO-World-L AP: 46.9. Result ID: 69ca21dd47f34ce924b24f84. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pre-train":"O+G","Protocol":"Fine-tuned w/ DuVL-PAN and sub-descriptions"}. This record does not assert independent reproduction. ### YOLO-World-M AP: 45. Result ID: 69ca21dd47f34ce924b24f83. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pre-train":"O+G","Protocol":"Fine-tuned w/ DuVL-PAN and sub-descriptions"}. This record does not assert independent reproduction. ### DOSOD-S AP: 44.9. Result ID: 69ca21dd47f34ce924b24f85. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pre-train":"O+G","Protocol":"Fine-tuned w/ sub-descriptions"}. This record does not assert independent reproduction. ### SINet-V2 AP: 40.2. Result ID: 69ca21dd47f34ce924b24f6c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"setting":"open-set"}. This record does not assert independent reproduction. ### YOLO-World-S AP: 39.3. Result ID: 69ca21dd47f34ce924b24f82. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pre-train":"O+G","Protocol":"Fine-tuned w/ DuVL-PAN and sub-descriptions"}. This record does not assert independent reproduction. ### YOLOv8-L AP: 23.7. Result ID: 69ca21dd47f34ce924b24f81. [Reporting paper]() Recorded evaluation configuration: {"Pre-train":"×","Protocol":"Training from scratch"}. This record does not assert independent reproduction. ### YOLOv8-M AP: 21.7. Result ID: 69ca21dd47f34ce924b24f80. [Reporting paper]() Recorded evaluation configuration: {"Pre-train":"×","Protocol":"Training from scratch"}. This record does not assert independent reproduction. ### YOLOv8-S AP: 18.6. Result ID: 69ca21dd47f34ce924b24f7f. [Reporting paper]() Recorded evaluation configuration: {"Pre-train":"×","Protocol":"Training from scratch"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.