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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

Figure 2.

Residual network structure diagram before and after modification

Figure 3.

Multi-scale residual structure diagram

Figure 4.

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
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.