Camouflaged Object Detection on OVCOD-D (AP, AP50, AP75)
59.4APSDDF-L
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| SDDF-LPre-train=O+G, Protocol=Fine-tuned w/ sub-descriptions2026.03 | 59.4 | 80.3 | 63.4 | 33 | |
| SDDF-Lsetting=open-set2026.03 | 56.4 | 76.4 | 60.7 | — | |
| HDPNetsetting=open-set2026.03 | 56.3 | 81.5 | 59.6 | — | |
| CamoFormersetting=open-set2026.03 | 55.6 | 80.2 | 59 | — | |
| SDDF-MPre-train=O+G, Protocol=Fine-tuned w/ sub-descriptions2026.03 | 54.8 | 73.6 | 58.1 | 36 | |
| DOSOD-LPre-train=O+G, Protocol=Fine-tuned w/ sub-descriptions2026.03 | 53.6 | 72.9 | 56.8 | 36 | |
| DOSOD-MPre-train=O+G, Protocol=Fine-tuned w/ sub-descriptions2026.03 | 52.9 | 74 | 55.1 | 42 | |
| SDDF-SPre-train=O+G, Protocol=Fine-tuned w/ sub-descriptions2026.03 | 48.2 | 70.1 | 51.7 | 39 | |
| FSPNetsetting=open-set2026.03 | 47.9 | 76.2 | 49.4 | — | |
| YOLO-World-LPre-train=O+G, Protocol=Fine-tuned w/ DuVL-PAN and sub-descriptions2026.03 | 46.9 | 66.9 | 49.4 | 29 | |
| YOLO-World-MPre-train=O+G, Protocol=Fine-tuned w/ DuVL-PAN and sub-descriptions2026.03 | 45 | 65.2 | 47.6 | 33 | |
| DOSOD-SPre-train=O+G, Protocol=Fine-tuned w/ sub-descriptions2026.03 | 44.9 | 67.2 | 48.7 | 44 | |
| SINet-V2setting=open-set2026.03 | 40.2 | 69.3 | 39.4 | — | |
| YOLO-World-SPre-train=O+G, Protocol=Fine-tuned w/ DuVL-PAN and sub-descriptions2026.03 | 39.3 | 57.3 | 41.3 | 35 | |
| YOLOv8-LPre-train=×, Protocol=Training from scratch2026.03 | 23.7 | 32 | 23.4 | — | |
| YOLOv8-MPre-train=×, Protocol=Training from scratch2026.03 | 21.7 | 31.8 | 22.6 | — | |
| YOLOv8-SPre-train=×, Protocol=Training from scratch2026.03 | 18.6 | 26.5 | 19 | — |