Rural Revitalization Perspective: Application of Visual Design Technology Based on Style Migration Algorithm in Packaging and Illustration Design of Agricultural Products in Hebei Province
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24 mar 2025
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Publicado en línea: 24 mar 2025
Recibido: 17 oct 2024
Aceptado: 07 feb 2025
DOI: https://doi.org/10.2478/amns-2025-0777
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© 2025 Xu Han et al., published by Sciendo
This work is licensed under the Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International License.
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Comparison method RGB value statistics table
| Graphics | Part 1 | Part 2 | Part 3 | Part 4 | Manhattan distance |
|---|---|---|---|---|---|
| Image 1 | (98,73,83) | (156,103,84) | (263,148,106) | (284,251,196) | - |
| CycleGAN | (68,54,63) | (127,87,65) | (238,127,85) | (262,232,173) | 38.20 |
| GANILLA | (80,67,78) | (139,98,82) | (255,145,101) | (279,245,188) | 78.33 |
| Image 2 | (81,55,41) | (128,96,88) | (193,181,154) | (247,250,238) | - |
| CycleGAN | (66,49,37) | (117,89,80) | (179,172,138) | (226,227,205) | 40.67 |
| GANILLA | (73,51,37) | (119,92,86) | (182,176,151) | (235,241,230) | 81.52 |
PSNR and SSIM values of GANILLA and CycleGAN
| Method | Image | PSNR | SSIM |
|---|---|---|---|
| CycleGAN | a | 7.254 | -0.054 |
| b | 5.654 | -0.088 | |
| c | 9.587 | -0.011 | |
| d | 6.331 | -0.107 | |
| GANILLA | a | 11.543 | 0.321 |
| b | 8.603 | 0.152 | |
| c | 12.467 | 0.476 | |
| d | 9.572 | 0.197 |