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Research on Dynamic Ink and Character Skeleton Extraction of Calligraphic Style in Calligraphy Creation

Weigang Fu

Weigang Fu

College of Humanities and Law, Harbin UniversityHarbin, China
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Fu, Weigang
  
17. März 2025
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Online veröffentlicht: 17. März 2025
Eingereicht: 09. Okt. 2024
Akzeptiert: 27. Jan. 2025
DOI: https://doi.org/10.2478/amns-2025-0238
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© 2025 Weigang Fu, published by Sciendo
This work is licensed under the Creative Commons Attribution 4.0 International License.

Figure 1.

Convolution operation process
Convolution operation process

Figure 2.

Maximum pooling process
Maximum pooling process

Figure 3.

ReLU function image
ReLU function image

Figure 4.

Structure of Chinese skeleton extraction model generator
Structure of Chinese skeleton extraction model generator

Figure 5.

Structure of Chinese character skeleton truth-false discriminator
Structure of Chinese character skeleton truth-false discriminator

Figure 6.

Generator structure of Chinese skeletal transformation
Generator structure of Chinese skeletal transformation

Figure 7.

Hierarchical structure of the generator
Hierarchical structure of the generator

Figure 8.

Discriminator structure at each layer
Discriminator structure at each layer

Figure 9.

PSA module structure
PSA module structure

Figure 10.

Structure of SPC module
Structure of SPC module

Figure 11.

Recognition rate changes under different activation functions
Recognition rate changes under different activation functions

Figure 12.

Comparison of attention modules
Comparison of attention modules

Figure 13.

Skeleton extraction and classification on CNCallistyle
Skeleton extraction and classification on CNCallistyle

Figure 14.

This paper presents a method for confusion matrix
This paper presents a method for confusion matrix

Results of dynamic inkblot extraction

Trajectory Attribute Dynamic Attribute Pattern 1 Pattern 2 Pattern 3 Pattern 4 Pattern 5 Pattern 6 Pattern 7 Pattern 8
Speed Speed of Ink Flow ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓
Direction of Ink flow ✓ ✓ ✓ - ✓ ✓ ✓ ✓
Ink Brightness ✓ - ✓ - ✓ ✓ ✓ ✓
Particle Oscillation Frequency ✓ ✓ - ✓ ✓ ✓ ✓ ✓
Breadth Dispersion of Pen and Ink - ✓ ✓ - ✓ ✓ ✓ ✓
Particle Density ✓ - ✓ ✓ - ✓ ✓ ✓
Particle aggregation degree - ✓ - ✓ ✓ ✓ ✓ ✓
Strength Length of ink flow - ✓ ✓ - ✓ ✓ ✓ ✓
Amplitude of Particle Oscillation ✓ ✓ ✓ ✓ - ✓ - ✓
Particle Size - ✓ - ✓ ✓ ✓ ✓ ✓
Flow rate Pen Density - ✓ ✓ ✓ ✓ ✓ ✓ ✓
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Englisch
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Biologie, Biologie, andere, Mathematik, Angewandte Mathematik, Mathematik, Allgemeines, Physik, Physik, andere
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