Camouflaged Object Detection on CAMO 250 (test)
0.159M (Mean Score)BASNet
Evaluation results
| Method | Links | ||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| BASNetOriginal Task=Salient Object Detection2023.03 | 0.159 | 0.618 | 0.413 | 0.475 | 0.661 | 0.708 | — | — | — | — | — | — | — | — | — | — | — | — | |
| SAMPublication=23ICCV, Prompt=None, Backbone=SAM2026.01 | 0.132 | 0.684 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.606 | 0.687 | |
| SSALOriginal Task=Salient Object Detection2023.03 | 0.126 | 0.644 | 0.493 | 0.579 | 0.721 | 0.78 | — | — | — | — | — | — | — | — | — | — | — | — | |
| EGNetOriginal Task=Salient Object Detection2023.03 | 0.125 | 0.662 | 0.495 | 0.567 | 0.683 | 0.78 | — | — | — | — | — | — | — | — | — | — | — | — | |
| CPDOriginal Task=Salient Object Detection2023.03 | 0.113 | 0.716 | 0.556 | 0.618 | 0.723 | 0.796 | — | — | — | — | — | — | — | — | — | — | — | — | |
| F3NetOriginal Task=Salient Object Detection2023.03 | 0.109 | 0.711 | 0.564 | 0.616 | 0.741 | 0.78 | — | — | — | — | — | — | — | — | — | — | — | — | |
| ITSDOriginal Task=Salient Object Detection2023.03 | 0.102 | 0.75 | 0.61 | 0.663 | 0.78 | 0.83 | — | — | — | — | — | — | — | — | — | — | — | — | |
| SINetOriginal Task=Camouflaged Object Detection2023.03 | 0.1 | 0.751 | 0.606 | 0.675 | 0.771 | 0.831 | — | — | — | — | — | — | — | — | — | — | — | — | |
| SINetYear=20202023.03 | 0.1 | — | — | — | — | — | 0.751 | 0.606 | 0.834 | 0.771 | 0.831 | 0.709 | 0.675 | 0.706 | — | — | — | — | |
| UCNetOriginal Task=Salient Object Detection2023.03 | 0.094 | 0.739 | 0.64 | 0.7 | 0.787 | 0.82 | — | — | — | — | — | — | — | — | — | — | — | — | |
| CSNetOriginal Task=Salient Object Detection2023.03 | 0.092 | 0.771 | 0.642 | 0.705 | 0.795 | 0.849 | — | — | — | — | — | — | — | — | — | — | — | — | |
| SCRNOriginal Task=Salient Object Detection2023.03 | 0.09 | 0.779 | 0.643 | 0.705 | 0.797 | 0.85 | — | — | — | — | — | — | — | — | — | — | — | — | |
| MGL-ROriginal Task=Camouflaged Object Detection2023.03 | 0.088 | 0.775 | 0.673 | 0.726 | 0.812 | 0.842 | — | — | — | — | — | — | — | — | — | — | — | — | |
| MGL-RYear=20212023.03 | 0.088 | — | — | — | — | — | 0.775 | 0.673 | 0.847 | 0.812 | 0.842 | 0.738 | 0.726 | 0.74 | — | — | — | — | |
| C2FNetYear=20212023.03 | 0.088 | — | — | — | — | — | 0.796 | 0.719 | 0.864 | 0.854 | 0.864 | 0.764 | 0.762 | 0.771 | — | — | — | — | |
| MGLPublication=21CVPR, Prompt=None, Backbone=ResNet2026.01 | 0.088 | 0.775 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.673 | 0.847 | |
| UGTROriginal Task=Camouflaged Object Detection2023.03 | 0.086 | 0.784 | 0.684 | 0.735 | 0.822 | 0.851 | — | — | — | — | — | — | — | — | — | — | — | — | |
| UGTRYear=20212023.03 | 0.086 | — | — | — | — | — | 0.784 | 0.684 | 0.856 | 0.822 | 0.851 | 0.748 | 0.735 | 0.751 | — | — | — | — | |
| PFNetOriginal Task=Camouflaged Object Detection2023.03 | 0.085 | 0.782 | 0.695 | 0.746 | 0.842 | 0.855 | — | — | — | — | — | — | — | — | — | — | — | — | |
| PFNetYear=20212023.03 | 0.085 | — | — | — | — | — | 0.782 | 0.695 | 0.852 | 0.842 | 0.855 | 0.751 | 0.746 | 0.758 | — | — | — | — | |
| SLSROriginal Task=Camouflaged Object Detection2023.03 | 0.08 | 0.787 | 0.696 | 0.744 | 0.838 | 0.854 | — | — | — | — | — | — | — | — | — | — | — | — | |
| C2FNetOriginal Task=Camouflaged Object Detection2023.03 | 0.08 | 0.796 | 0.719 | 0.762 | 0.854 | 0.864 | — | — | — | — | — | — | — | — | — | — | — | — | |
| OCE-NetOriginal Task=Camouflaged Object Detection2023.03 | 0.08 | 0.802 | 0.723 | 0.766 | 0.852 | 0.865 | — | — | — | — | — | — | — | — | — | — | — | — | |
| SLSRYear=20212023.03 | 0.08 | — | — | — | — | — | 0.787 | 0.696 | 0.855 | 0.838 | 0.854 | 0.756 | 0.744 | 0.753 | — | — | — | — | |
| OCE-NetYear=20222023.03 | 0.08 | — | — | — | — | — | 0.802 | 0.723 | 0.863 | 0.852 | 0.865 | 0.776 | 0.766 | 0.777 | — | — | — | — | |
| BSA-NetOriginal Task=Camouflaged Object Detection2023.03 | 0.079 | 0.794 | 0.717 | 0.763 | 0.851 | 0.867 | — | — | — | — | — | — | — | — | — | — | — | — | |
| BSA-NetYear=20222023.03 | 0.079 | — | — | — | — | — | 0.794 | 0.717 | 0.859 | 0.851 | 0.867 | 0.768 | 0.763 | 0.77 | — | — | — | — | |
| PreyNetOriginal Task=Camouflaged Object Detection2023.03 | 0.077 | 0.79 | 0.708 | 0.757 | 0.857 | 0.867 | — | — | — | — | — | — | — | — | — | — | — | — | |
| VSTOriginal Task=Salient Object Detection2023.03 | 0.076 | 0.787 | 0.691 | 0.738 | 0.838 | 0.866 | — | — | — | — | — | — | — | — | — | — | — | — | |
| UJSCOriginal Task=Camouflaged Object Detection2023.03 | 0.073 | 0.8 | 0.728 | 0.772 | 0.859 | 0.873 | — | — | — | — | — | — | — | — | — | — | — | — | |
| BGNetOriginal Task=Camouflaged Object Detection2023.03 | 0.073 | 0.812 | 0.749 | 0.789 | 0.87 | 0.882 | — | — | — | — | — | — | — | — | — | — | — | — | |
| UJSCYear=20212023.03 | 0.073 | — | — | — | — | — | 0.8 | 0.728 | 0.865 | 0.859 | 0.873 | 0.779 | 0.772 | 0.779 | — | — | — | — | |
| BGNetYear=20222023.03 | 0.073 | — | — | — | — | — | 0.812 | 0.749 | 0.876 | 0.87 | 0.882 | 0.786 | 0.789 | 0.799 | — | — | — | — | |
| BGNetPublication=22IJCAI, Prompt=None, Backbone=Res2Net2026.01 | 0.073 | 0.812 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.749 | 0.87 | |
| SegMaROriginal Task=Camouflaged Object Detection2023.03 | 0.071 | 0.815 | 0.753 | 0.795 | 0.874 | 0.884 | — | — | — | — | — | — | — | — | — | — | — | — | |
| SegMaRYear=20222023.03 | 0.071 | — | — | — | — | — | 0.815 | 0.753 | 0.872 | 0.874 | 0.884 | 0.795 | 0.795 | 0.803 | — | — | — | — | |
| SINetV2Publication=22TPAMI, Prompt=None, Backbone=Res2Net2026.01 | 0.071 | 0.82 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.743 | 0.882 | |
| SINet-v2Original Task=Camouflaged Object Detection2023.03 | 0.07 | 0.82 | 0.743 | 0.782 | 0.882 | 0.895 | — | — | — | — | — | — | — | — | — | — | — | — | |
| SINet-v2Year=20222023.03 | 0.07 | — | — | — | — | — | 0.82 | 0.743 | 0.875 | 0.882 | 0.895 | 0.779 | 0.782 | 0.801 | — | — | — | — | |
| SAM-AdapterPublication=23ICCVW, Prompt=Box, Backbone=SAM2026.01 | 0.07 | 0.847 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.765 | 0.873 | |
| ZoomNetOriginal Task=Camouflaged Object Detection2023.03 | 0.066 | 0.82 | 0.752 | 0.794 | 0.878 | 0.892 | — | — | — | — | — | — | — | — | — | — | — | — | |
| ZoomNetYear=20222023.03 | 0.066 | — | — | — | — | — | 0.82 | 0.752 | 0.878 | 0.878 | 0.892 | 0.792 | 0.794 | 0.805 | — | — | — | — | |
| ZoomNetPublication=22CVPR, Prompt=None, Backbone=ResNet2026.01 | 0.066 | 0.82 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.752 | 0.877 | |
| FEDERPublication=23CVPR, Prompt=None, Backbone=ResNet2026.01 | 0.066 | 0.836 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.807 | 0.897 | |
| DSAMPublication=24MM, Prompt=Box, Backbone=SAM,PVT2026.01 | 0.061 | 0.832 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.794 | 0.913 | |
| VL-SAMPublication=25ICCV, Prompt=Text,Vision, Backbone=SAM2026.01 | 0.059 | 0.863 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.782 | 0.901 | |
| COD-SAMPublication=25PR, Prompt=Corner, Backbone=SAM2026.01 | 0.055 | 0.87 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.796 | 0.906 | |
| FSPNetConfig=Ours2023.03 | 0.05 | 0.856 | 0.799 | 0.83 | 0.899 | 0.928 | — | — | — | — | — | — | — | — | — | — | — | — | |
| FSPNet2023.03 | 0.05 | — | — | — | — | — | 0.856 | 0.799 | 0.919 | 0.899 | 0.928 | 0.829 | 0.83 | 0.846 | — | — | — | — | |
| RISNetPublication=24CVPR, Prompt=Depth, Backbone=ResNet2026.01 | 0.05 | 0.87 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.827 | 0.922 | |
| CamoFormerPublication=24TPAMI, Prompt=None, Backbone=PVT2026.01 | 0.046 | 0.872 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.831 | 0.929 | |
| VSCodePublication=24CVPR, Prompt=2D Prompt, Backbone=Swin2026.01 | 0.046 | 0.873 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.82 | 0.925 | |
| RUNPublication=25ICML, Prompt=None, Backbone=PVT2026.01 | 0.045 | 0.877 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.861 | 0.934 | |
| PRBE-NetPublication=25TMM, Prompt=None, Backbone=PVT2026.01 | 0.045 | 0.876 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.837 | 0.928 | |
| SAM-DSAPublication=25ICCV, Prompt=Box,Depth, Backbone=SAM,PVT2026.01 | 0.044 | 0.875 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.849 | 0.952 | |
| CamoDiffusionPublication=25TPAMI, Prompt=None, Backbone=PVT, UNet2026.01 | 0.042 | 0.878 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.853 | 0.94 | |
| SAM2-UNetPublication=24Arxiv, Prompt=None, Backbone=SAM2026.01 | 0.042 | 0.884 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.861 | 0.932 | |
| SAM2-UNetSize=3522026.05 | 0.042 | 0.884 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.861 | 0.932 | |
| HGINetPublication=24TIP, Prompt=None, Backbone=ViT2026.01 | 0.041 | 0.874 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.848 | 0.937 | |
| ZoomNeXtSize=3842026.05 | 0.041 | 0.889 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.857 | 0.945 | |
| BED-SAM2Size=3522026.05 | 0.04 | 0.889 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.852 | 0.931 | |
| BED-SAM2Size=10242026.05 | 0.039 | 0.898 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.868 | 0.934 | |
| BED-SAM2Size=5122026.05 | 0.038 | 0.898 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.864 | 0.935 | |
| DGA-NetPrompt=Depth, Backbone=SAM,PVT2026.01 | 0.033 | 0.906 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.877 | 0.946 | |
| BiRefNetSize=10242026.05 | 0.03 | 0.904 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.89 | 0.954 | |
| Base (Ours) + HCLDegradation=Contrast Reduction (CR), HCL Integrated=true2026.05 | — | 0.863 | — | — | — | 0.935 | — | 0.825 | — | — | — | — | — | — | — | 0.044 | — | — | |
| BiRefNet242025.01 | — | 0.904 | 0.89 | — | — | — | — | — | — | — | — | — | — | — | 0.954 | 0.03 | — | — | |
| BSA-Net222025.01 | — | 0.794 | 0.717 | — | — | — | — | — | — | — | — | — | — | — | 0.867 | 0.079 | — | — | |
| DSAM + HCLDegradation=Gaussian Noise (GN), HCL Integrated=true, Depth Maps=via [64] following [14], [59]2026.05 | — | 0.8 | — | — | — | 0.892 | — | 0.756 | — | — | — | — | — | — | — | 0.075 | — | — | |
| FOCUS2025.01 | — | 0.912 | 0.904 | — | — | — | — | — | — | — | — | — | — | — | 0.963 | 0.025 | — | — | |
| FSPNet232025.01 | — | 0.856 | 0.799 | — | — | — | — | — | — | — | — | — | — | — | 0.899 | 0.05 | — | — | |
| PFNet222025.01 | — | 0.782 | 0.695 | — | — | — | — | — | — | — | — | — | — | — | 0.852 | 0.085 | — | — | |
| SINet202025.01 | — | 0.751 | 0.606 | — | — | — | — | — | — | — | — | — | — | — | 0.771 | 0.1 | — | — | |
| VSCodeSize=3522026.05 | — | 0.873 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.861 | 0.938 | |
| ZoomNet222025.01 | — | 0.82 | 0.752 | — | — | — | — | — | — | — | — | — | — | — | 0.892 | 0.066 | — | — | |
| ZoomNeXt242025.01 | — | 0.889 | 0.857 | — | — | — | — | — | — | — | — | — | — | — | 0.945 | 0.041 | — | — |