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Camouflaged Object Detection on COD10K (test)

0.898S-measure (S_alpha)

ZoomNeXt

Updated 13d ago

Evaluation Results

Method
ZoomNeXt 2023.10	0.898	-	0.848	-	0.827	0.956	-	0.018
MHENet 2026.04	0.889	0.942	0.817	0.019	-	-	-	-
SARNet 2026.03	0.885	0.947	0.82	-	-	-	-	0.021
ARNet 2025.12	0.883	0.938	0.808	-	-	-	-	0.021
SAM-Adapter 2026.03	0.883	0.918	0.801	-	-	-	-	0.025
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
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	-	-	-	-
CamoFormer 2025.12	0.872	0.934	0.793	-	-	-	-	0.022
HitNet 2026.03	0.871	0.938	0.806	-	-	-	-	0.023
DRFNet 2025.12	0.869	0.936	0.792	-	-	-	-	0.023
CamoFormer-P 2026.03	0.869	0.939	0.786	-	-	-	-	0.023
CSFIN 2025.12	0.868	0.93	0.78	-	-	-	-	0.023
MAGNet 2026.04	0.868	0.929	0.792	0.025	-	-	-	-
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	-	-	-	-
SARNet 2025.12	0.864	0.931	0.777	-	-	-	-	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	-	-	-	-
ICEG 2026.04	0.857	0.93	0.782	0.024	-	-	-	-
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	-	-	-	-
FPNet 2025.12	0.85	0.913	0.748	-	-	-	-	0.029
DSAM 2026.04	0.846	-	0.76	0.033	-	-	-	-
FEDER 2025.12	0.844	0.911	0.748	-	-	-	-	0.029
EVPv1 2023.05	0.843	0.907	0.742	-	-	-	-	0.029
EVPv2 2023.05	0.843	0.909	0.746	-	-	-	-	0.029
SAM-COD 2026.03	0.842	0.914	0.745	-	-	-	-	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	-	-	-	-
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	-	-	-	-
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	-	-	-	-
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
FEDER 2026.03	0.822	0.905	0.716	-	-	-	-	0.032
BSA-Net 2023.03	0.818	0.901	0.699	0.034	0.738	0.891	-	-
UGTR 2023.03	0.817	0.89	0.666	0.036	0.712	0.853	-	-
UGTR 2022.03	0.817	0.89	0.666	-	-	-	0.711	0.036
UGTR 2026.03	0.817	0.852	0.666	-	-	-	-	0.036
SINet-v2 2023.03	0.815	0.906	0.68	0.037	0.718	0.887	-	-
SINet 2021.02	0.815	-	0.68	-	-	0.887	-	0.037
SINet-v2 2025.12	0.815	0.887	0.68	-	-	-	-	0.037
MGL-R 2023.03	0.814	0.89	0.666	0.035	0.711	0.852	-	-
MGL-R 2022.03	0.814	0.89	0.666	-	-	-	0.71	0.035
C2F-Net 2021.05	0.813	0.89	0.686	0.036	-	-	-	-
Basic+ACFM+DGCM 2021.05	0.813	0.89	0.686	0.036	-	-	-	-
C2FNet 2023.03	0.813	0.9	0.686	0.036	0.723	0.89	-	-
PreyNet 2023.03	0.813	0.891	0.697	0.034	0.736	0.881	-	-
SegMaR 2023.05	0.813	0.89	-	0.035	-	-	0.699	-
PreyNet 2023.05	0.813	0.894	-	0.034	-	-	0.715	-
MFG 2023.05	0.813	0.897	-	0.032	-	-	0.706	-
C2FNet 2022.03	0.813	0.9	0.686	-	-	-	0.723	0.036
Baseline 2023.05	0.812	0.879	-	0.035	-	-	0.688	-
C2F-Net 2022.07	0.811	0.891	0.691	0.036	0.718	-	-	-
C2FNet-v2 2025.12	0.811	0.891	0.691	-	-	-	-	0.036
UJSC 2023.03	0.809	0.891	0.684	0.035	0.721	0.884	-	-
FBNet 2023.05	0.809	0.889	0.684	-	-	-	-	0.035
UJSC 2022.03	0.809	0.891	0.684	-	-	-	0.721	0.035
Basic+ACFM 2021.05	0.808	0.881	0.675	0.037	-	-	-	-
Basic+DGCM 2021.05	0.808	0.881	0.676	0.036	-	-	-	-
Basic 2021.05	0.805	0.88	0.668	0.038	-	-	-	-
LSR 2022.07	0.804	0.882	0.673	0.037	0.699	-	-	-
SLSR 2023.03	0.804	0.892	0.673	0.037	0.715	0.88	-	-
SLSR 2022.03	0.804	0.892	0.673	-	-	-	0.715	0.037
WS-SAM 2023.05	0.803	0.878	-	0.038	0.719	-	-	-
FGANet 2023.05	0.803	0.894	-	0.032	-	-	0.708	-
WS-SAM 2026.03	0.803	0.878	-	-	-	-	-	0.038
PFNet 2022.07	0.8	0.868	0.66	0.04	0.676	-	-	-
PFNet 2023.03	0.8	0.89	0.66	0.04	0.701	0.877	-	-
JCOD 2023.05	0.8	0.872	-	-	-	-	-	0.041
PFNet 2023.05	0.8	0.868	0.66	-	-	-	-	0.04
PFNet 2022.03	0.8	0.89	0.66	-	-	-	0.701	0.04
WS-SAM 2023.05	0.79	0.856	-	0.039	0.698	-	-	-
WS-SAM 2026.03	0.79	0.856	-	-	-	-	-	0.039
PraNet 2022.07	0.789	0.839	0.629	0.045	0.64	-	-	-
SCRN 2023.03	0.789	0.88	0.575	0.047	0.651	0.817	-	-
SCRN 2022.03	0.789	0.88	0.575	-	-	-	0.651	0.047
PraNet 2022.03	0.789	0.879	0.629	-	-	-	0.671	0.045

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