Cogradient Descent in Bilinear Model

CSC

Environment

The code has been tested by Matlab R2014b. This code is based on FFCSC.

Reconstruction

learn_kernels_2D.m

The results after 20 epochs.

Model	Fruit_PSNR (dB)	Fruit_SSIM	City_PSNR (dB)	City_SSIM
FFCSC	26.70	0.9602	26.98	0.9618
CoGD	27.60	0.9635	28.10	0.9642

Inpainting

learn_kernels_2D_sparse.m

The results after 20 epochs.

Model	Fruit_PSNR (dB)	Fruit_SSIM	City_PSNR (dB)	City_SSIM
FFCSC	23.65	0.9000	24.31	0.9199
CoGD	25.31	0.9211	25.58	0.9314

CNNs pruning

The code will be updated soon.