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Scientific Programming
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2022
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Article
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Tab 2
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Research Article
Deep Neural Network Model-Assisted Reconstruction and Optimization of Chinese Characters in Product Packaging Graphic Patterns and Visual Styling Design
Table 2
Comparison of the performance of different classification methods.
Classification method
Enter size
Parameter quantity (10
6
)
Accuracy (%)
Detection time (ms)
GPU
CPU
Jetson Nano
Squeeze Net
224 × 224 × 3
1.25
97.63
3.57
55.43
41.00
Shuffle Netv2
224 × 224 × 3
3.50
99.99
7.51
30.50
21.11
Mobile Netv2
224 × 224 × 3
3.50
99.97
6.20
31.15
20.51
LocalNet_224
224 × 224 × 3
0.5
97.89
2.23
18.17
13.45
Local Net
56 × 224 × 3
0.5
99.94
2.31
7.82
11.02
LBP-SVM
56 × 224 × 3
—
91.10
—
5.59
16.03
LBP-ELM
56 × 224 × 3
—
87.96
—
3.87
10.25