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.mThe 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.mThe 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.