Camouflaged Object Detection on COD10K 2026 images (test)
0.903S-measure (Sm)DGA-Net
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| DGA-NetPrompt=Depth, Backbone=SAM,PVT2026.01 | 0.903 | 0.847 | 0.018 | 0.951 | |
| COD-SAMPublication=25PR, Prompt=Corner, Backbone=SAM2026.01 | 0.899 | 0.832 | 0.021 | 0.941 | |
| VL-SAMPublication=25ICCV, Prompt=Text,Vision, Backbone=SAM2026.01 | 0.896 | 0.808 | 0.023 | 0.907 | |
| SAM-DSAPublication=25ICCV, Prompt=Box,Depth, Backbone=SAM,PVT2026.01 | 0.887 | 0.827 | 0.022 | 0.948 | |
| SAM-AdapterPublication=23ICCVW, Prompt=Box, Backbone=SAM2026.01 | 0.883 | 0.801 | 0.025 | 0.918 | |
| HGINetPublication=24TIP, Prompt=None, Backbone=ViT2026.01 | 0.882 | 0.821 | 0.019 | 0.949 | |
| CamoDiffusionPublication=25TPAMI, Prompt=None, Backbone=PVT, UNet2026.01 | 0.881 | 0.814 | 0.02 | 0.944 | |
| SAM2-UNetPublication=24Arxiv, Prompt=None, Backbone=SAM2026.01 | 0.88 | 0.789 | 0.021 | 0.936 | |
| RUNPublication=25ICML, Prompt=None, Backbone=PVT2026.01 | 0.878 | 0.81 | 0.021 | 0.941 | |
| RISNetPublication=24CVPR, Prompt=Depth, Backbone=ResNet2026.01 | 0.873 | 0.799 | 0.025 | 0.931 | |
| CamoFormerPublication=24TPAMI, Prompt=None, Backbone=PVT2026.01 | 0.869 | 0.786 | 0.023 | 0.932 | |
| VSCodePublication=24CVPR, Prompt=2D Prompt, Backbone=Swin2026.01 | 0.869 | 0.78 | 0.025 | 0.931 | |
| PRBE-NetPublication=25TMM, Prompt=None, Backbone=PVT2026.01 | 0.867 | 0.793 | 0.021 | 0.932 | |
| DSAMPublication=24MM, Prompt=Box, Backbone=SAM,PVT2026.01 | 0.846 | 0.76 | 0.033 | 0.931 | |
| FEDERPublication=23CVPR, Prompt=None, Backbone=ResNet2026.01 | 0.844 | 0.748 | 0.029 | 0.911 | |
| ZoomNetPublication=22CVPR, Prompt=None, Backbone=ResNet2026.01 | 0.838 | 0.729 | 0.029 | 0.888 | |
| BGNetPublication=22IJCAI, Prompt=None, Backbone=Res2Net2026.01 | 0.831 | 0.722 | 0.033 | 0.901 | |
| SINetV2Publication=22TPAMI, Prompt=None, Backbone=Res2Net2026.01 | 0.815 | 0.68 | 0.037 | 0.887 | |
| MGLPublication=21CVPR, Prompt=None, Backbone=ResNet2026.01 | 0.814 | 0.666 | 0.035 | 0.865 | |
| SAMPublication=23ICCV, Prompt=None, Backbone=SAM2026.01 | 0.783 | 0.701 | 0.049 | 0.798 |