Camouflaged Object Detection

Benchmarks

Dataset Name	SOTA Method	Metric
COD10K (test)	ZoomNeXt	S-measure (S_alpha)0.898	174	4d ago
CHAMELEON	RUN	S-measure (S_alpha)92.2	96	4d ago
CAMO (test)	SAM2-UNet	S_alpha0.884	85	4d ago
COD10K	Samba+	S-measure (S_alpha)0.886	83	4d ago
CHAMELEON (test)	ZoomNeXt	F-beta Score0.885	59	4d ago
CAMO 250 (test)		M (Mean Score)0.159	59	4d ago
NC4K (test)	FOCUS	Sm0.915	57	4d ago
CAMO	Uncertainty-aware Joint Salient Object and Camouflaged Object Detection	S_alpha0.803	26	4d ago
COD10K 1.0 (test)	CamoDiffusion	MAE0.02	23	4d ago
CAMO 1.0 (test)	MCRNet	MAE0.041	23	4d ago
NC4K 1.0	CamoDiffusion	MAE0.029	21	4d ago
COD10K 14 (test)	WS-SAM	M Score3.8	21	4d ago
CAMO 30 (test)	LLaVA1.5+SAM	M Score0.314	21	4d ago
CHAMELEON 50 (test)	SAM	M0.207	21	4d ago
COD10K 2026 images (test)	DGA-Net	S-measure (Sm)0.903	20	4d ago
NC4K 4121 images (test)	DGA-Net	Sm0.911	17	4d ago
CAMO		M Score0.092	15	4d ago
CAMO 34 (test)	ERRNet	Sa0.761	14	4d ago
CHAM 62 (test)	ERRNet	Sa87.7	13	4d ago
HyperCOD	HSC-SAM	MAE0.0017	11	4d ago
GBU-UCOD	DeepTopo-Net	mIoU82.9	11	4d ago
RMAS	FE-Unet	mIoU75.8	11	4d ago
MAS3K	FE-Unet	mIoU81.5	11	4d ago
NC4K	VSCode-T	Sm90.2	11	4d ago
MoCA	OCLR (flow-only)	J Score70.9	10	4d ago

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