Camouflaged Object Detection on CHAMELEON 76 (test)

0.941SmBED-SAM2

Evaluation Results

Method
BED-SAM22026.05	0.941	0.969	0.914	—	0.015	—
BiRefNet242025.01	0.932	—	0.915	0.015	—	—
BiRefNet2026.05	0.932	—	0.914	—	0.015	—
BED-SAM22026.05	0.928	0.964	0.887	—	0.019	—
BED-SAM22026.05	0.926	0.96	0.882	—	0.019	—
ZoomNeXt242025.01	0.924	0.975	0.885	0.018	—	—
ZoomNeXt2026.05	0.924	0.975	0.885	—	0.018	—
FOCUS2025.01	0.922	0.975	0.908	0.017	—	—
SAM2-UNet2026.05	0.914	0.961	0.863	—	0.022	—
Spider + HCL2026.05	0.913	0.955	—	0.024	—	0.853
FSPNet232025.01	0.908	0.965	0.851	0.023	—	—
Spider2026.05	0.905	0.951	—	0.025	—	0.845
ZoomNet222025.01	0.902	0.958	0.845	0.023	—	—
CamoFormer + HCL2026.05	0.896	0.941	—	0.03	—	0.844
BSA-Net222025.01	0.895	0.957	0.841	0.027	—	—
CamoFormer + HCL2026.05	0.895	0.945	—	0.025	—	0.847
Spider + HCL2026.05	0.892	0.94	—	0.03	—	0.831
SAM-TTT + HCL2026.05	0.892	0.945	—	0.028	—	0.842
Spider + HCL2026.05	0.888	0.936	—	0.033	—	0.826
CamoFormer2026.05	0.888	0.936	—	0.028	—	0.83
PFNet222025.01	0.882	0.942	0.81	0.033	—	—
SAM-TTT2026.05	0.882	0.938	—	0.031	—	0.83
Spider2026.05	0.877	0.927	—	0.034	—	0.8
CamoFormer2026.05	0.872	0.922	—	0.036	—	0.805
SAM-TTT + HCL2026.05	0.872	0.939	—	0.036	—	0.83
SINet202025.01	0.869	0.891	0.74	0.044	—	—
Base (Ours) + HCL2026.05	0.868	0.945	—	0.028	—	0.804
Spider2026.05	0.866	0.922	—	0.039	—	0.785
Base (Ours) + HCL2026.05	0.863	0.941	—	0.031	—	0.796
SAM-TTT + HCL2026.05	0.858	0.929	—	0.041	—	0.808
DSAM + HCL2026.05	0.856	0.929	—	0.044	—	0.783
SAM-TTT2026.05	0.848	0.922	—	0.042	—	0.798
DSAM2026.05	0.846	0.923	—	0.046	—	0.773
Base (Ours) + HCL2026.05	0.842	0.943	—	0.035	—	0.773
SAM-TTT2026.05	0.838	0.915	—	0.046	—	0.782
DSAM + HCL2026.05	0.837	0.914	—	0.051	—	0.758
DSAM + HCL2026.05	0.835	0.911	—	0.052	—	0.765
CamoFormer + HCL2026.05	0.832	0.872	—	0.046	—	0.7
Base (Ours)2026.05	0.822	0.901	—	0.041	—	0.754
DSAM2026.05	0.813	0.896	—	0.059	—	0.731
DSAM2026.05	0.805	0.894	—	0.059	—	0.714
Base (Ours)2026.05	0.802	0.887	—	0.043	—	0.74
CamoFormer2026.05	0.787	0.837	—	0.058	—	0.659
Base (Ours)2026.05	0.786	0.874	—	0.047	—	0.725