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AI-driven Research on Lingnan Cultural Brand Innovation and Design

Si Li

Si Li

Guangzhou College of CommerceGuangzhou, China
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Li, Si
  
Mar 17, 2025
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Published Online: Mar 17, 2025
Received: Nov 09, 2024
Accepted: Feb 07, 2025
DOI: https://doi.org/10.2478/amns-2025-0204
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© 2025 Si Li, published by Sciendo
This work is licensed under the Creative Commons Attribution 4.0 International License.

Figure 1.

Lingnan cultural and creative pattern color network model
Lingnan cultural and creative pattern color network model

Figure 2.

Three color matching schemes with color 01 as the main color
Three color matching schemes with color 01 as the main color

Figure 3.

Comparison of calculation results of shape characteristics
Comparison of calculation results of shape characteristics

Figure 4.

Comparative analysis of Lingnan cultural and creative design
Comparative analysis of Lingnan cultural and creative design

Texture feature calculation results

Image name Entropy Energy Gray ratio Gap distance 1 Gray correlation
A A-1.bmp 3.167 0.072 4.403 0.456 0.0179
A-2.bmp 3.125 0.068 4.462 0.589 0.0271
A-3.bmp 3.135 0.081 4.411 0.472 0.0315
B B-1.bmp 2.003 0.169 0.962 0.603 0.0374
B-2.bmp 1.941 0.202 0.698 0.621 0.2631
B-3.bmp 1.81 0.231 0.764 0.687 0.0745
C C-1.bmp 3.172 0.066 4.071 0.538 -0.0176
C-2.bmp 3.157 0.057 4.253 0.444 -0.0036
C-3.bmp 3.161 0.055 4.12 0.461 0.0263

Color information of Lingnan cultural and creative design

Serial number HSV value Proportion % Serial number HSV value Proportion %
1 H:10.48 S:76.63 V:87.62 15.33 9 H:251.82 S:39.15 V:45.92 4.66
2 H:9.06 S:88.14 V:72.26 12.52 10 H:34.06 S:40.65 V:63.53 3.67
3 H:40.74 S:16.51 V:81.76 12.42 11 H:14.88 S:64.87 V:42.86 3.34
4 H:16.62 S:64.96 V:67.65 8.58 12 H:258.69 S:18.71 V:68.96 3.26
5 H:327.6 S:61.52 V:67.15 4.26 13 H:267.88 S:25.76 V:30.81 3.08
6 H:344.61 S:88.72 V:89.96 8.08 14 H:45.54 S:30.64 V:32.85 3.08
7 H:53.05 S:19.51 V:69.96 7.16 15 H:217.96 S:63.51 V:55.92 2.88
8 H:28.85 S:48.53 V:79.85 5.14 16 H:291.76 S:59.63 V:36.78 2.54

Compare the results of different search methods

Retrieval method H I J K L M N O
U 0.555 0.546 0.608 0.614 0.576 0.523 0.725 0.875
W 0.639 0.579 0.745 0.562 0.525 0.655 0.589 0.784
X 0.652 0.551 0.505 0.638 0.678 0.751 0.687 0.774
Y 0.766 0.696 0.531 0.715 0.786 0.784 0.654 0.906
Z 0.634 0.783 0.542 0.552 0.695 0.565 0.585 0.944
Mean 0.649 0.631 0.586 0.616 0.652 0.656 0.648 0.857
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