Research Article
Two-Stage CNN Model for Joint Demosaicing and Denoising of Burst Bayer Images
Table 1
Comparison of multiframe joint demosaicing and denoising results
.
| Dataset | Noise level | BDNet | Interp.+V-BM4D | M2M | TwoStage |
| | | PSNR | SSIM | PSNR | SSIM | PSNR | SSIM | PSNR | SSIM |
| Kodak | | 20.29 | 0.513 | 33.05 | 0.9213 | 35.90 | 0.9429 | 36.33 | 0.9487 | | | 19.47 | 0.4789 | 28.63 | 0.7548 | 31.45 | 0.8623 | 31.88 | 0.8774 | | | 20.49 | 0.5107 | 25.76 | 0.6161 | 28.90 | 0.7783 | 29.77 | 0.8198 |
| McM | | 16.57 | 0.4417 | 32.99 | 0.9010 | 35.24 | 0.9360 | 34.92 | 0.9284 | | | 18.82 | 0.4995 | 28.98 | 0.7630 | 31.40 | 0.8713 | 31.53 | 0.8732 | | | 17.37 | 0.4564 | 26.16 | 0.6436 | 29.01 | 0.7941 | 29.67 | 0.8297 |
| BSD 500 | | 19.02 | 0.4492 | 32.80 | 0.9310 | 34.98 | 0.9524 | 35.41 | 0.9544 | | | 18.88 | 0.4389 | 28.36 | 0.7845 | 30.47 | 0.8689 | 30.92 | 0.8805 | | | 19.12 | 0.4432 | 25.53 | 0.6585 | 27.95 | 0.7799 | 28.75 | 0.8183 |
|
|