Motion Blur Image Restoration by Multi-Scale Residual Neural Network
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19. Apr. 2021
Über diesen Artikel
Online veröffentlicht: 19. Apr. 2021
Seitenbereich: 57 - 67
DOI: https://doi.org/10.21307/ijanmc-2021-009
Schlüsselwörter
© 2021 Xu Hexin et al., published by Sciendo
This work is licensed under the Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International License.
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Figure 4.
DISCRIMINATOR NETWORK STRUCTURE DIAGRAM
| # | Layer | Weight demension | stride |
|---|---|---|---|
| 1 | conv | 32×32×5×5 | 2 |
| 2 | conv | 64×32×5×5 | 1 |
| 3 | conv | 64 × 64 × 5 × 5 | 2 |
| 4 | conv | 128×64×5×5 | 1 |
| 5 | conv | 128×128×5×5 | 4 |
| 6 | conv | 256×128×5×5 | 1 |
| 7 | conv | 256×256×5×5 | 4 |
| 8 | conv | 512×256×5×5 | 1 |
| 9 | conv | 512×512×4×4 | 4 |
| 10 | fc | 512×1 ×1 ×1 | - |
| 11 | sigmoid | - |
QUANTITATIVE COMPARISON OF FUZZY PERFORMANCE OF GOPRO DATASET
| PSNR | SSIM | Runtime | |
|---|---|---|---|
|
|
26.64 | 0.9142 | 0.93s |
|
|
27.33 | 0.9324 | 0.72s |