Camouflaged Object Detection on CHAMELEON 76 (test)
0.941SmBED-SAM2
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| BED-SAM2Size=10242026.05 | 0.941 | 0.969 | 0.914 | — | 0.015 | — | |
| BiRefNet242025.01 | 0.932 | — | 0.915 | 0.015 | — | — | |
| BiRefNetSize=10242026.05 | 0.932 | — | 0.914 | — | 0.015 | — | |
| BED-SAM2Size=5122026.05 | 0.928 | 0.964 | 0.887 | — | 0.019 | — | |
| BED-SAM2Size=3522026.05 | 0.926 | 0.96 | 0.882 | — | 0.019 | — | |
| ZoomNeXt242025.01 | 0.924 | 0.975 | 0.885 | 0.018 | — | — | |
| ZoomNeXtSize=3842026.05 | 0.924 | 0.975 | 0.885 | — | 0.018 | — | |
| FOCUS2025.01 | 0.922 | 0.975 | 0.908 | 0.017 | — | — | |
| SAM2-UNetSize=3522026.05 | 0.914 | 0.961 | 0.863 | — | 0.022 | — | |
| Spider + HCLDegradation=Contrast Reduction (CR), HCL Integrated=true2026.05 | 0.913 | 0.955 | — | 0.024 | — | 0.853 | |
| FSPNet232025.01 | 0.908 | 0.965 | 0.851 | 0.023 | — | — | |
| SpiderDegradation=Contrast Reduction (CR), HCL Integrated=false2026.05 | 0.905 | 0.951 | — | 0.025 | — | 0.845 | |
| ZoomNet222025.01 | 0.902 | 0.958 | 0.845 | 0.023 | — | — | |
| CamoFormer + HCLDegradation=Gaussian Noise (GN), HCL Integrated=true2026.05 | 0.896 | 0.941 | — | 0.03 | — | 0.844 | |
| BSA-Net222025.01 | 0.895 | 0.957 | 0.841 | 0.027 | — | — | |
| CamoFormer + HCLDegradation=Contrast Reduction (CR), HCL Integrated=true2026.05 | 0.895 | 0.945 | — | 0.025 | — | 0.847 | |
| Spider + HCLDegradation=Gaussian Noise (GN), HCL Integrated=true2026.05 | 0.892 | 0.94 | — | 0.03 | — | 0.831 | |
| SAM-TTT + HCLDegradation=Contrast Reduction (CR), HCL Integrated=true2026.05 | 0.892 | 0.945 | — | 0.028 | — | 0.842 | |
| Spider + HCLDegradation=Gaussian Blur (GB), HCL Integrated=true2026.05 | 0.888 | 0.936 | — | 0.033 | — | 0.826 | |
| CamoFormerDegradation=Contrast Reduction (CR), HCL Integrated=false2026.05 | 0.888 | 0.936 | — | 0.028 | — | 0.83 | |
| PFNet222025.01 | 0.882 | 0.942 | 0.81 | 0.033 | — | — | |
| SAM-TTTDegradation=Contrast Reduction (CR), HCL Integrated=false2026.05 | 0.882 | 0.938 | — | 0.031 | — | 0.83 | |
| SpiderDegradation=Gaussian Noise (GN), HCL Integrated=false2026.05 | 0.877 | 0.927 | — | 0.034 | — | 0.8 | |
| CamoFormerDegradation=Gaussian Noise (GN), HCL Integrated=false2026.05 | 0.872 | 0.922 | — | 0.036 | — | 0.805 | |
| SAM-TTT + HCLDegradation=Gaussian Noise (GN), HCL Integrated=true2026.05 | 0.872 | 0.939 | — | 0.036 | — | 0.83 | |
| SINet202025.01 | 0.869 | 0.891 | 0.74 | 0.044 | — | — | |
| Base (Ours) + HCLDegradation=Contrast Reduction (CR), HCL Integrated=true2026.05 | 0.868 | 0.945 | — | 0.028 | — | 0.804 | |
| SpiderDegradation=Gaussian Blur (GB), HCL Integrated=false2026.05 | 0.866 | 0.922 | — | 0.039 | — | 0.785 | |
| Base (Ours) + HCLDegradation=Gaussian Noise (GN), HCL Integrated=true2026.05 | 0.863 | 0.941 | — | 0.031 | — | 0.796 | |
| SAM-TTT + HCLDegradation=Gaussian Blur (GB), HCL Integrated=true2026.05 | 0.858 | 0.929 | — | 0.041 | — | 0.808 | |
| DSAM + HCLDegradation=Contrast Reduction (CR), HCL Integrated=true, Depth Maps=via [64] following [14], [59]2026.05 | 0.856 | 0.929 | — | 0.044 | — | 0.783 | |
| SAM-TTTDegradation=Gaussian Noise (GN), HCL Integrated=false2026.05 | 0.848 | 0.922 | — | 0.042 | — | 0.798 | |
| DSAMDegradation=Contrast Reduction (CR), HCL Integrated=false, Depth Maps=via [64] following [14], [59]2026.05 | 0.846 | 0.923 | — | 0.046 | — | 0.773 | |
| Base (Ours) + HCLDegradation=Gaussian Blur (GB), HCL Integrated=true2026.05 | 0.842 | 0.943 | — | 0.035 | — | 0.773 | |
| SAM-TTTDegradation=Gaussian Blur (GB), HCL Integrated=false2026.05 | 0.838 | 0.915 | — | 0.046 | — | 0.782 | |
| DSAM + HCLDegradation=Gaussian Noise (GN), HCL Integrated=true, Depth Maps=via [64] following [14], [59]2026.05 | 0.837 | 0.914 | — | 0.051 | — | 0.758 | |
| DSAM + HCLDegradation=Gaussian Blur (GB), HCL Integrated=true, Depth Maps=via [64] following [14], [59]2026.05 | 0.835 | 0.911 | — | 0.052 | — | 0.765 | |
| CamoFormer + HCLDegradation=Gaussian Blur (GB), HCL Integrated=true2026.05 | 0.832 | 0.872 | — | 0.046 | — | 0.7 | |
| Base (Ours)Degradation=Contrast Reduction (CR), HCL Integrated=false2026.05 | 0.822 | 0.901 | — | 0.041 | — | 0.754 | |
| DSAMDegradation=Gaussian Blur (GB), HCL Integrated=false, Depth Maps=via [64] following [14], [59]2026.05 | 0.813 | 0.896 | — | 0.059 | — | 0.731 | |
| DSAMDegradation=Gaussian Noise (GN), HCL Integrated=false, Depth Maps=via [64] following [14], [59]2026.05 | 0.805 | 0.894 | — | 0.059 | — | 0.714 | |
| Base (Ours)Degradation=Gaussian Noise (GN), HCL Integrated=false2026.05 | 0.802 | 0.887 | — | 0.043 | — | 0.74 | |
| CamoFormerDegradation=Gaussian Blur (GB), HCL Integrated=false2026.05 | 0.787 | 0.837 | — | 0.058 | — | 0.659 | |
| Base (Ours)Degradation=Gaussian Blur (GB), HCL Integrated=false2026.05 | 0.786 | 0.874 | — | 0.047 | — | 0.725 |