Research Article
Image Denoising Algorithm Combined with SGK Dictionary Learning and Principal Component Analysis Noise Estimation
Table 3
Denoising results of two algorithms for 12 images.
| Image | Guessed noise value | PSNR of SGK | PCA estimated value | PSNR of PCA + SGK |
| Barbara | 12.15 | 31.5826 | 3.25 | 40.8875 | Boat | 20.02 | 31.0877 | 4.96 | 36.9938 | Bridge | 29.78 | 24.7522 | 8.67 | 32.1713 | Cameraman | 35.11 | 27.5935 | 10.22 | 33.7171 | Couple | 30.45 | 26.1943 | 12.30 | 32.2721 | Fingerprint | 20.10 | 28.0063 | 15.06 | 29.7811 | Flintstones | 4.98 | 23.4492 | 19.10 | 29.0998 | Hill | 5.23 | 22.5119 | 20.21 | 29.9451 | House | 10.00 | 22.8280 | 22.58 | 32.4558 | Lena | 15.15 | 23.7830 | 24.34 | 30.8314 | Man | 15.50 | 21.8376 | 28.04 | 28.3323 | Peppers | 18.24 | 22.4973 | 30.38 | 28.7696 |
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