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Camouflaged Object Detection on COD10K (test)

0.907S-measure (S_alpha)

B-GRTO

Updated 8d ago

Evaluation Results

Method
B-GRTO 2026.05	0.907	0.958	-	-	-	-	-	0.017	-	-	0.874
GRTO 2026.05	0.906	0.956	-	-	-	-	-	0.017	-	-	0.873
ZoomNeXt 2023.10	0.898	-	0.848	-	0.827	0.956	-	0.018	-	-	-
C3Net 2026.05	0.898	0.961	-	-	-	-	-	0.016	-	-	0.851
MHENet 2026.04	0.889	0.942	0.817	0.019	-	-	-	-	-	-	-
SARNet 2026.03	0.885	0.947	0.82	-	-	-	-	0.021	-	-	-
GRPO 2026.05	0.884	0.94	-	-	-	-	-	0.023	-	-	0.84
ARNet 2025.12	0.883	0.938	0.808	-	-	-	-	0.021	-	-	-
SAM-Adapter 2026.03	0.883	0.918	0.801	-	-	-	-	0.025	-	-	-
MGNet-B4 2026.05	0.883	0.938	-	0.021	0.807	-	-	-	-	-	-
FCL-COD 2026.03	0.881	0.938	0.812	-	-	-	-	0.022	-	-	-
MHENet 2026.04	0.88	0.937	0.803	0.021	-	-	-	-	-	-	-
MultiCOS 2026.04	0.88	-	-	0.02	-	-	-	-	-	-	-
RUN 2025.12	0.878	0.941	0.81	-	-	-	-	0.021	-	-	-
FCL-COD 2026.03	0.878	0.934	0.808	-	-	-	-	0.022	-	-	-
MGNet 2026.05	0.878	0.934	-	0.022	0.8	-	-	-	-	-	-
FocusDiffuser 2026.05	0.875	0.939	-	-	-	-	-	0.02	-	-	0.809
PRNet 2025.12	0.874	0.937	-	-	-	-	-	0.022	-	-	-
RISNet 2025.12	0.873	0.931	0.799	-	-	-	-	0.025	-	-	-
RISNet 2026.04	0.873	0.931	0.799	0.025	-	-	-	-	-	-	-
FSEL 2026.05	0.873	0.928	-	-	-	-	-	0.021	-	-	0.8
DCNet 2026.05	0.873	0.934	-	0.022	-	-	-	-	-	-	-
CamoFormer 2025.12	0.872	0.934	0.793	-	-	-	-	0.022	-	-	-
HitNet 2026.03	0.871	0.938	0.806	-	-	-	-	0.023	-	-	-
BASFNet 2026.04	0.871	0.941	0.79	0.022	-	-	-	-	-	-	-
HitNet 2026.05	0.871	0.935	-	0.023	-	-	-	-	-	-	-
FP32 2026.04	0.87	0.939	0.795	-	0.835	-	-	0.022	-	-	-
DRFNet 2025.12	0.869	0.936	0.792	-	-	-	-	0.023	-	-	-
CamoFormer-P 2026.03	0.869	0.939	0.786	-	-	-	-	0.023	-	-	-
Naive 2026.04	0.869	0.938	0.795	-	0.834	-	-	0.022	-	-	-
CamoFormer 2026.04	0.869	0.932	0.786	0.023	-	-	-	-	-	-	-
CamoFormer-P 2026.05	0.869	0.932	-	0.023	0.794	-	-	-	-	-	-
CSFIN 2025.12	0.868	0.93	0.78	-	-	-	-	0.023	-	-	-
MAGNet 2026.04	0.868	0.929	0.792	0.025	-	-	-	-	-	-	-
HitNet 2026.05	0.868	0.932	-	-	-	-	-	0.024	-	-	0.798
PRBE-Net 2025.12	0.867	0.932	0.793	-	-	-	-	0.021	-	-	-
DSNet 2026.04	0.867	-	0.783	0.023	-	-	-	-	-	-	-
PRBENet 2026.04	0.867	0.932	0.793	0.023	-	-	-	-	-	-	-
MSCAF-Net 2026.03	0.865	0.936	0.775	-	-	-	-	0.024	-	-	-
MSCAF 2026.04	0.865	0.927	0.775	0.024	-	-	-	-	-	-	-
SENet 2026.04	0.865	0.925	0.78	0.024	-	-	-	-	-	-	-
MSCAF-Net 2026.05	0.865	0.927	-	0.024	0.775	-	-	-	-	-	-
SARNet 2025.12	0.864	0.931	0.777	-	-	-	-	0.024	-	-	-
BIRNet 2026.04	0.862	0.928	0.773	0.024	-	-	-	-	-	-	-
OAFormer 2025.12	0.86	0.927	0.773	-	-	-	-	0.025	-	-	-
FCL-COD 2026.03	0.859	0.924	0.774	-	-	-	-	0.027	-	-	-
UEDG 2026.04	0.858	0.924	0.766	0.025	-	-	-	-	-	-	-
Naive 2026.04	0.858	0.931	0.776	-	0.818	-	-	0.024	-	-	-
ICEG 2026.04	0.857	0.93	0.782	0.024	-	-	-	-	-	-	-
OPNet 2026.05	0.857	0.919	-	-	-	-	-	0.026	-	-	0.767
BoxSAM 2026.05	0.857	0.919	-	0.027	0.789	-	-	-	-	-	-
ICEG 2026.05	0.857	0.93	-	0.024	0.782	-	-	-	-	-	-
FSPNet 2023.03	0.851	0.93	0.735	0.026	0.769	0.895	-	-	-	-	-
FSPNet 2025.12	0.851	0.895	0.735	-	-	-	-	0.026	-	-	-
FSPNet 2026.03	0.851	0.93	0.735	-	-	-	-	0.026	-	-	-
FSPNet 2026.04	0.851	0.895	0.735	0.026	-	-	-	-	-	-	-
FSPNet 2026.04	0.851	0.895	0.735	0.026	-	-	-	-	-	-	-
HAITNet 2026.04	0.851	0.922	0.793	0.024	-	-	-	-	-	-	-
FSPNet 2026.05	0.851	0.895	-	0.026	0.736	-	-	-	-	-	-
FPNet 2025.12	0.85	0.913	0.748	-	-	-	-	0.029	-	-	-
FPNet 2026.04	0.85	0.913	0.748	0.029	-	-	-	-	-	-	-
IPNet 2026.05	0.85	0.922	-	0.026	0.785	-	-	-	-	-	-
FSPNet+ 2026.05	0.847	0.899	-	0.026	0.753	-	-	-	-	-	-
DSAM 2026.04	0.846	-	0.76	0.033	-	-	-	-	-	-	-
DSAM 2026.04	0.846	0.921	0.76	0.033	-	-	-	-	-	-	-
FEDER 2025.12	0.844	0.911	0.748	-	-	-	-	0.029	-	-	-
DGNet 2026.05	0.844	0.913	-	0.029	0.743	-	-	-	-	-	-
EVPv1 2023.05	0.843	0.907	0.742	-	-	-	-	0.029	-	-	-
EVPv2 2023.05	0.843	0.909	0.746	-	-	-	-	0.029	-	-	-
MGNet-R 2026.05	0.843	0.905	-	0.03	0.747	-	-	-	-	-	-
SAM-COD 2026.03	0.842	0.914	0.745	-	-	-	-	0.028	-	-	-
SAM-COD 2026.05	0.842	0.914	-	0.028	-	-	-	-	-	-	-
DaCOD 2026.04	0.84	0.908	0.729	0.028	-	-	-	-	-	-	-
EVPv2 2023.05	0.839	0.908	0.747	-	-	-	-	0.029	-	-	-
ZoomNet 2023.03	0.838	0.911	0.729	0.029	0.766	0.888	-	-	-	-	-
ZoomNet 2022.03	0.838	0.911	0.729	-	-	-	0.766	0.029	-	-	-
ZoomNet 2025.12	0.838	0.911	0.729	-	-	-	-	0.029	-	-	-
ZoomNet 2026.03	0.838	0.911	0.729	-	-	-	-	0.029	-	-	-
CamoFormer-R 2026.03	0.838	0.93	0.724	-	-	-	-	0.029	-	-	-
ZoomNet 2026.04	0.838	0.888	0.729	0.029	-	-	-	-	-	-	-
ZoomNet 2026.04	0.838	0.911	0.729	0.029	-	-	-	-	-	-	-
BoxSAM-S 2026.05	0.836	0.883	-	0.044	0.749	-	-	-	-	-	-
MRR-Net 2026.05	0.835	0.901	-	0.032	0.726	-	-	-	-	-	-
SegMaR 2023.03	0.833	0.906	0.724	0.034	0.757	0.899	-	-	-	-	-
DINet 2025.12	0.832	0.903	-	-	-	-	-	0.031	-	-	-
DINet 2026.04	0.832	0.903	0.761	0.031	-	-	-	-	-	-	-
LGPNet 2026.04	0.832	0.899	-	0.032	-	-	-	-	-	-	-
BGNet 2023.03	0.831	0.911	0.722	0.033	0.753	0.901	-	-	-	-	-
BGNet 2025.12	0.831	0.901	0.722	-	-	-	-	0.033	-	-	-
BGNet 2026.04	0.831	0.901	0.722	0.033	-	-	-	-	-	-	-
BGNet 2026.04	0.831	0.901	0.722	0.033	-	-	-	-	-	-	-
ZoomNet 2026.05	0.83	0.911	-	-	-	-	-	0.029	-	-	0.729
CamoFocus 2026.05	0.83	-	-	0.033	0.749	-	-	-	-	-	-
OCE-Net 2023.03	0.827	0.905	0.707	0.033	0.741	0.894	-	-	-	-	-
EVPv2 2023.05	0.826	0.887	0.722	-	-	-	-	0.034	-	-	-
DTINet 2026.05	0.824	0.896	-	-	-	-	-	0.034	-	-	0.695
DTINet 2026.05	0.824	0.896	-	0.034	0.702	-	-	-	-	-	-
FEDER 2026.05	0.823	0.911	-	-	-	-	-	0.032	-	-	0.74
FEDER 2026.03	0.822	0.905	0.716	-	-	-	-	0.032	-	-	-
FEDER 2026.04	0.822	0.9	0.751	0.032	-	-	-	-	-	-	-

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