Convolutional Neural Network Combined with Half-Quadratic Splitting Method for Image Restoration

Table 4

Experiment results of different algorithms for image deblurring (PSNR/(dB)).

Dataset		IDDBM3D	NCSR	MLP	Proposed
Gaussian blur with standard deviation 1.6
Set3G	2	30.72	30.78	30.53	31.03
Set3C		29.34	29.53	29.81	30.62
Dataset		EPLL		Proposed
Kernel 1 ()
Set3G	2.55	28.89		33.54
Set3C		29.00		34.26
Set3G	7.65	26.96		29.81
Set3C		23.47		29.94
Dataset		EPLL		Proposed
Kernel 2 ()
Set3G	2.55	30.98		33.33
Set3C		28.24		33.90
Set3G	7.65	26.65		29.47
Set3C		22.82		29.49