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Camouflaged Object Detection on CAMO (test)

0.933E_phi

MAGNet

Updated 13d ago

Evaluation Results

Method
MAGNet 2026.04	0.933	0.888	-	0.037	-	-	-	-	-	0.848
SAM2-UNet 2024.08	0.932	0.884	-	-	86.1	0.042	-	-	-	-
SENet 2026.04	0.932	0.888	-	0.039	-	-	-	-	-	0.847
MHENet 2026.04	0.932	0.883	-	0.045	-	-	-	-	-	0.84
MHENet 2026.04	0.932	0.893	-	0.038	-	-	-	-	-	0.852
MSCAF 2026.04	0.929	0.873	-	0.046	-	-	-	-	-	0.828
PRBENet 2026.04	0.928	0.876	-	0.045	-	-	-	-	-	0.837
ICEG 2026.04	0.926	0.867	-	0.044	-	-	-	-	-	0.855
UEDG 2026.04	0.922	0.863	-	0.048	-	-	-	-	-	0.817
RISNet 2026.04	0.922	0.87	-	0.05	-	-	-	-	-	0.827
DaCOD 2026.04	0.911	0.855	-	0.051	-	-	-	-	-	0.796
EVPv2 2023.05	0.899	0.848	0.786	-	-	0.058	-	-	-	-
FSPNet 2026.04	0.899	0.856	-	0.05	-	-	-	-	-	0.799
FEDER 2024.08	0.897	0.836	-	-	80.7	0.066	-	-	-	-
EVPv1 2023.05	0.895	0.846	0.777	-	-	0.059	-	-	-	-
EVPv2 2023.05	0.894	0.851	0.797	-	-	0.055	-	-	-	-
ZoomNet 2024.08	0.877	0.82	-	-	79.2	0.066	-	-	-	-
ZoomNet 2026.04	0.877	0.82	-	0.066	-	-	-	-	-	0.752
EVPv2 2023.05	0.876	0.833	0.768	-	-	0.066	-	-	-	-
DINet 2026.04	0.874	0.821	-	0.068	-	-	-	-	-	0.79
C2F-Net 2022.07	0.869	0.8	0.73	0.077	77.7	-	-	-	-	-
BGNet 2026.04	0.857	0.812	-	0.073	-	-	-	-	-	0.749
LSR 2022.07	0.855	0.787	0.696	0.08	75.6	-	-	-	-	-
C2F-Net 2021.05	0.854	0.796	0.719	0.08	-	-	-	-	-	-
Basic+ACFM+DGCM 2021.05	0.854	0.796	0.719	0.08	-	-	-	-	-	-
PFNet 2022.07	0.852	0.782	0.695	0.085	75.1	-	-	-	-	-
PFNet 2023.05	0.852	0.782	0.695	-	-	0.085	-	-	-	-
ERRNet 2022.07	0.851	0.779	0.679	0.085	73.1	-	-	-	-	-
MirrorNet 2022.07	0.849	0.784	0.652	0.078	76.7	-	-	-	-	-
PFNet 2024.08	0.841	0.782	-	-	75.1	0.085	-	-	-	-
Basic+DGCM 2021.05	0.84	0.786	0.696	0.081	-	-	-	-	-	-
JCOD 2023.05	0.839	0.792	-	-	-	0.082	-	-	-	-
FBNet 2023.05	0.839	0.783	0.702	-	-	0.081	-	-	-	-
C2F-Net 2022.07	0.838	0.765	0.68	0.087	73.2	-	-	-	-	-
EVPv2 2023.05	0.837	0.781	0.683	-	-	0.082	-	-	-	-
SINet 2022.07	0.835	0.752	0.606	0.1	70.9	-	-	-	-	-
PraNet 2022.07	0.833	0.769	0.663	0.094	71.5	-	-	-	-	-
Basic+ACFM 2021.05	0.831	0.784	0.694	0.086	-	-	-	-	-	-
Basic 2021.05	0.829	0.774	0.684	0.09	-	-	-	-	-	-
SCOD+ 2023.05	0.818	0.741	-	0.09	71.6	-	-	-	-	-
WS-SAM 2023.05	0.818	0.759	-	0.092	74.2	-	-	-	-	-
SCOD 2023.05	0.815	0.735	-	0.092	70.9	-	-	-	-	-
SCOD 2023.12	0.815	0.735	-	0.092	70.9	-	-	-	-	-
UCNet 2022.07	0.811	0.739	0.64	0.094	71.6	-	-	-	-	-
CPD 2022.07	0.807	0.716	0.556	0.113	67.5	-	-	-	-	-
MirrorNet 2021.05	0.804	0.741	0.652	0.1	-	-	-	-	-	-
SINet 2024.08	0.804	0.745	-	-	71.2	0.092	-	-	-	-
SINet 2026.04	0.804	0.745	-	0.092	-	-	-	-	-	0.644
EReCu 2026.03	0.8003	-	0.6083	0.1072	-	-	0.7027	-	-	-
SdalsNet 2026.03	0.7994	-	0.601	0.1174	-	-	0.6971	-	-	-
TEL 2023.05	0.797	0.717	-	0.104	68.1	-	-	-	-	-
TEL 2023.12	0.797	0.717	-	0.104	68.1	-	-	-	-	-
SCWS 2023.05	0.795	0.713	-	0.102	65.8	-	-	-	-	-
SCWS 2023.12	0.795	0.713	-	0.102	65.8	-	-	-	-	-
UCOD-DPL 2026.03	0.7921	-	0.6109	0.1082	-	-	0.7013	-	-	-
FPN 2022.07	0.791	0.684	0.483	0.131	64.2	-	-	-	-	-
RankNet 2023.05	0.791	0.712	0.583	-	-	0.104	-	-	-	-
PoolNet 2022.07	0.79	0.703	0.494	0.128	62.8	-	-	-	-	-
SelfMask 2026.03	0.7867	-	0.5827	0.1542	-	-	0.6596	-	-	-
WSSA 2023.05	0.786	0.696	-	0.118	61.5	-	-	-	-	-
WSSA 2023.12	0.786	0.696	-	0.118	61.5	-	-	-	-	-
EGNet 2022.07	0.78	0.662	0.495	0.125	64	-	-	-	-	-
PSPNet 2022.07	0.778	0.663	0.445	0.139	60.5	-	-	-	-	-
GenSAM 2023.12	0.775	0.719	-	0.113	65.9	-	-	-	-	-
SAM-S 2023.05	0.774	0.731	-	0.105	68.2	-	-	-	-	-
SAM-S 2023.12	0.774	0.731	-	0.105	68.2	-	-	-	-	-
SINet 2021.05	0.771	0.751	0.606	0.1	-	-	-	-	-	-
SINet 2023.05	0.771	0.751	0.606	-	-	0.1	-	-	-	-
EGNet 2021.05	0.768	0.732	0.583	0.104	-	-	-	-	-	-
WS-SAM 2023.05	0.757	0.718	-	0.102	70.3	-	-	-	-	-
PiCANet 2022.07	0.753	0.609	0.356	0.155	53.8	-	-	-	-	-
FOUND 2026.03	0.7465	-	0.6217	0.1373	-	-	0.6913	-	-	-
DINO 2026.03	0.7431	-	0.5298	0.1568	-	-	0.6376	-	-	-
UNet++ 2022.07	0.74	0.599	0.392	0.149	52.2	-	-	-	-	-
EASE 2026.03	0.737	-	0.563	0.166	-	-	0.653	-	-	-
UCOS-DA 2026.03	0.7343	-	0.547	0.1637	-	-	0.6581	-	-	-
CPD 2021.05	0.729	0.726	0.55	0.115	-	-	-	-	-	-
ANet-SRM 2022.07	0.725	0.682	0.484	0.126	59.3	-	-	-	-	-
TokenCut 2026.03	0.7237	-	0.5149	0.1605	-	-	0.645	-	-	-
MaskRCNN 2022.07	0.716	0.574	0.43	0.151	52.1	-	-	-	-	-
MaskRCNN 2021.05	0.715	0.574	0.43	0.151	-	-	-	-	-	-
BASNet 2022.07	0.713	0.618	0.413	0.159	52.5	-	-	-	-	-
A2S-v2 2026.03	0.7071	-	0.5466	0.1451	-	-	0.6128	-	-	-
SAM-P 2023.05	0.693	0.677	-	0.123	64.9	-	-	-	-	-
SCOD+ 2023.05	0.693	0.666	-	0.129	64.2	-	-	-	-	-
SAM-P 2023.12	0.693	0.677	-	0.123	64.9	-	-	-	-	-
SpectralSeg 2026.03	0.6889	-	0.4726	0.1986	-	-	0.5983	-	-	-
SCOD 2023.05	0.688	0.663	-	0.137	62.9	-	-	-	-	-
SCOD 2023.12	0.688	0.663	-	0.137	62.9	-	-	-	-	-
ANet-SRM 2021.05	0.685	0.682	0.484	0.126	-	-	-	-	-	-
FPN 2021.05	0.677	0.684	0.483	0.131	-	-	-	-	-	-
TEL 2023.05	0.674	0.645	-	0.133	66.2	-	-	-	-	-
TEL 2023.12	0.674	0.645	-	0.133	66.2	-	-	-	-	-
SCWS 2023.05	0.672	0.687	-	0.142	62.4	-	-	-	-	-
SCWS 2023.12	0.672	0.687	-	0.142	62.4	-	-	-	-	-
MSRCNN 2022.07	0.67	0.618	0.454	0.133	54.4	-	-	-	-	-
MSRCNN 2021.05	0.669	0.617	0.454	0.133	-	-	-	-	-	-
CLIP Surgery+SAM 2023.12	0.666	0.573	-	0.206	46.6	-	-	-	-	-
BASNet 2021.05	0.661	0.618	0.413	0.159	-	-	-	-	-	-
PSPNet 2021.05	0.659	0.663	0.455	0.139	-	-	-	-	-	-

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