Camouflaged Object Detection on NC4K 4121 images (test)
0.911SmDGA-Net
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| DGA-NetPrompt=Depth, Backbone=SAM,PVT2026.01 | 0.911 | 0.878 | 0.026 | 0.947 | |
| SAM2-UNetPublication=24Arxiv, Prompt=None, Backbone=SAM2026.01 | 0.901 | 0.863 | 0.029 | 0.941 | |
| SAM-DSAPublication=25ICCV, Prompt=Box,Depth, Backbone=SAM,PVT2026.01 | 0.896 | 0.866 | 0.029 | 0.959 | |
| HGINetPublication=24TIP, Prompt=None, Backbone=ViT2026.01 | 0.894 | 0.865 | 0.027 | 0.947 | |
| CamoDiffusionPublication=25TPAMI, Prompt=None, Backbone=PVT, UNet2026.01 | 0.893 | 0.859 | 0.029 | 0.942 | |
| CamoFormerPublication=24TPAMI, Prompt=None, Backbone=PVT2026.01 | 0.892 | 0.847 | 0.03 | 0.939 | |
| RUNPublication=25ICML, Prompt=None, Backbone=PVT2026.01 | 0.892 | 0.868 | 0.03 | 0.94 | |
| PRBE-NetPublication=25TMM, Prompt=None, Backbone=PVT2026.01 | 0.887 | 0.845 | 0.031 | 0.931 | |
| RISNetPublication=24CVPR, Prompt=Depth, Backbone=ResNet2026.01 | 0.882 | 0.834 | 0.037 | 0.926 | |
| VSCodePublication=24CVPR, Prompt=2D Prompt, Backbone=Swin2026.01 | 0.882 | 0.841 | 0.032 | 0.935 | |
| DSAMPublication=24MM, Prompt=Box, Backbone=SAM,PVT2026.01 | 0.871 | 0.826 | 0.04 | 0.932 | |
| FEDERPublication=23CVPR, Prompt=None, Backbone=ResNet2026.01 | 0.862 | 0.824 | 0.042 | 0.913 | |
| ZoomNetPublication=22CVPR, Prompt=None, Backbone=ResNet2026.01 | 0.853 | 0.784 | 0.043 | 0.896 | |
| BGNetPublication=22IJCAI, Prompt=None, Backbone=Res2Net2026.01 | 0.851 | 0.788 | 0.044 | 0.907 | |
| SINetV2Publication=22TPAMI, Prompt=None, Backbone=Res2Net2026.01 | 0.847 | 0.77 | 0.048 | 0.903 | |
| MGLPublication=21CVPR, Prompt=None, Backbone=ResNet2026.01 | 0.833 | 0.74 | 0.052 | 0.867 | |
| SAMPublication=23ICCV, Prompt=None, Backbone=SAM2026.01 | 0.767 | 0.696 | 0.078 | 0.776 |