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Research on the Expanded Night Road Condition Dataset Based on the Improved CycleGAN Cover

Research on the Expanded Night Road Condition Dataset Based on the Improved CycleGAN

By: Lei Cao and  Li Zhao  
Open Access
|Jul 2024

Figures & Tables

Figure 1.

Example of a ONE-COLUMN figure caption.
Example of a ONE-COLUMN figure caption.

Figure 2.

CycleGAN Network structure diagram
CycleGAN Network structure diagram

Figure 3.

Content encoder structure diagram
Content encoder structure diagram

Figure 4.

Style encoder structure diagram
Style encoder structure diagram

Figure 5.

Structure of the generative network
Structure of the generative network

Figure 6.

Diagram of the structure of the discriminating network
Diagram of the structure of the discriminating network

Figure 7.

Image of the loss function
Image of the loss function

Figure 8.

Training presentation diagram
Training presentation diagram

Figure 9.

Day and night conversion diagram
Day and night conversion diagram

Table of individual loss values

epochD_AG_Acycle_Aidt_AD_BG_Bcycle_Bidt_B
epoch:10.310.342.831.310.320.452.941.43
epoch:10.370.412.460.610.280.361.231.09
epoch:10.280.401.931.460.310.233.200.80
epoch:10.200.422.241.300.230.293.001.01
epoch:20.240.172.161.100.230.272.550.99
epoch:20.220.522.891.370.270.323.061.16
epoch:20.290.202.851.210.320.182.721.40
epoch:20.220.411.851.180.420.612.300.96
epoch:30.180.571.500.960.230.202.210.76
epoch:30.190.882.031.050.150.422.220.85
epoch:30.240.522.140.500.250.371.221.02
epoch:30.430.241.660.900.250.491.760.82
epoch:40.330.232.370.990.490.622.531.06
epoch:40.230.452.500.790.300.661.611.16
epoch:40.080.601.691.330.280.763.020.80
epoch:40.240.253.641.090.420.663.101.58
epoch:50.360.721.340.720.430.871.660.68
epoch:50.100.353.810.730.340.151.821.75
epoch:50.110.354.240.880.300.911.782.15
epoch:50.140.601.261.100.200.242.220.63
epoch:60.160.281.600.930.120.341.790.71
epoch:60.060.281.270.800.250.401.590.61
epoch:60.140.532.400.910.200.401.861.34
epoch:60.160.282.510.900.320.341.931.23
epoch:70.070.223.460.930.340.241.931.30
epoch:70.140.111.990.910.310.251.980.94
epoch:70.410.181.101.100.230.572.010.58
epoch:70.160.181.840.800.160.321.930.83
epoch:80.230.472.640.720.210.231.481.20
epoch:80.250.561.500.650.280.321.180.73
epoch:80.240.461.550.830.180.241.610.70
epoch:80.200.511.441.050.130.342.760.70
epoch:90.200.401.810.830.100.481.630.84
epoch:90.050.591.140.840.200.491.770.42
epoch:90.200.291.700.640.140.051.250.86
epoch:90.430.151.420.860.100.732.140.61
epoch:100.230.731.430.750.120.112.200.74
epoch:100.200.501.650.690.160.571.710.74
epoch:100.340.412.450.730.100.511.261.17
epoch:100.090.431.431.040.160.321.930.71
Language: English
Page range: 59 - 66
Published on: Jul 21, 2024
Published by: Xi’an Technological University
In partnership with: Paradigm Publishing Services
Publication frequency: 4 issues per year

© 2024 Lei Cao, Li Zhao, published by Xi’an Technological University
This work is licensed under the Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 License.