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Motion Blur Image Restoration by Multi-Scale Residual Neural Network Cover
By: Xu Hexin,  Zhao Li and  Jiao Yan  
Open Access
|Apr 2021

Figures & Tables

Figure 1.

Generator network structure diagram
Generator network structure diagram

Figure 2.

Residual network structure diagram before and after modification
Residual network structure diagram before and after modification

Figure 3.

Multi-scale residual structure diagram
Multi-scale residual structure diagram

Figure 4.

Comparison of GOPRO dataset test results
Comparison of GOPRO dataset test results

DISCRIMINATOR NETWORK STRUCTURE DIAGRAM

#LayerWeight demensionstride
1conv32×32×5×52
2conv64×32×5×51
3conv64 × 64 × 5 × 52
4conv128×64×5×51
5conv128×128×5×54
6conv256×128×5×51
7conv256×256×5×54
8conv512×256×5×51
9conv512×512×4×44
10fc512×1 ×1 ×1-
11sigmoid -

QUANTITATIVE COMPARISON OF FUZZY PERFORMANCE OF GOPRO DATASET

PSNRSSIMRuntime
Nah et al. 26.640.91420.93s
ours 27.330.93240.72s
Language: English
Page range: 57 - 67
Published on: Apr 19, 2021
Published by: Xi’an Technological University
In partnership with: Paradigm Publishing Services
Publication frequency: 4 issues per year

© 2021 Xu Hexin, Zhao Li, Jiao Yan, published by Xi’an Technological University
This work is licensed under the Creative Commons Attribution 4.0 License.