Research Article
Neural Architectures for Correlated Noise Removal in Image Processing
| | | SNR-RMS/new image | SNR/new image | Mean Peak SNR/new image | SSIM/new image |
| | Noisy images versus original images | 6.7603
6.5259
7.7468 | 16.5994
16.2928
17.7824 | 24.6606
24.6103
24.7497 | 0.6564
0.6796
0.6157 |
| | Cleaned images versus original images | 6.8194
7.8383
7.3444 | 16.6749
17.8845
17.3191 | 24.7947
26.2810
24.3228 | 0.6590
0.7203
0.6990 |
| | Cleaned images versus original images (NLMF) | 7.7084
6.9041
8.2267 | 17.7393
16.7822
18.3045 | 26.0425
25.3903
25.4729 | 0.6773
0.6025
0.6830 |
| | Cleaned images versus original images (ProbShrink) | 9.5398
9.0598
10.0007 | 19.6813
19.1423
20.0039 | 27.7907
27.6171
27.5228 | 0.8060
0.7732
0.8218 |
| | Cleaned images versus original images (BM3D) | 9.0589
7.8517
9.7064 | 19.1415
17.8993
19.7412 | 27.95
26.99
27.89 | 0.7265
0.6969
0.7688 |
| | Cleaned images (using NN’s) versus original images (the proposed method) | 9.4599
13.1507
10.0606 | 19.5177
22.3790
20.0525 | 27.6939
30.8164
27.1269 | 0.8090
0.8770
0.8412 |
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