Open Access

Study on the Digital Restoration of Costumes in the Picture of Palace Ladies with Silk Fans in Tang Dynasty

Liuyun Zhang

Liuyun Zhang

Department of Digital Media Art,College of Architecture and Arts, Taiyuan University of TechnologyJinzhong, China
Search for this author on
Sciendo|Google Scholar
Zhang, Liuyun
 and 
Bo Xia

Bo Xia

Department of Digital Media Art,College of Architecture and Arts, Taiyuan University of TechnologyJinzhong, China
Search for this author on
Sciendo|Google Scholar
Xia, Bo
  
Feb 27, 2025
Study on the Digital Restoration of Costumes in the Picture of Palace Ladies with Silk Fans in Tang Dynasty's Cover Image
About this article
Previous Article
Next Article
Cite
Download Cover
Published Online: Feb 27, 2025
Received: Oct 12, 2024
Accepted: Jan 13, 2025
DOI: https://doi.org/10.2478/amns-2025-0115
Keywords
© 2025 Liuyun Zhang et al., published by Sciendo
This work is licensed under the Creative Commons Attribution 4.0 International License.

Figure 1.

Flowchart of image segmentation algorithm
Flowchart of image segmentation algorithm

Figure 2.

Image restoration technology architecture
Image restoration technology architecture

Figure 3.

K-Means algorithm initializes GMM clustering when k = 2
K-Means algorithm initializes GMM clustering when k = 2

Figure 4.

K-Means algorithm initializes GMM clustering when k = 6
K-Means algorithm initializes GMM clustering when k = 6

Figure 5.

Registration results of feature points
Registration results of feature points

Figure 6.

Training loss and validation loss of the model
Training loss and validation loss of the model

Figure 7.

Objective evaluation
Objective evaluation

Figure 8.

SSIM and PSNR values between original images and different restoration results
SSIM and PSNR values between original images and different restoration results

Figure 9.

Evaluation indexes of each model
Evaluation indexes of each model

Figure 10.

Effect of missing rate on algorithm performance
Effect of missing rate on algorithm performance

Figure 11.

Repair effect of different deletion rates
Repair effect of different deletion rates

Figure 12.

Objective evaluation index of different algorithms
Objective evaluation index of different algorithms

Error comparison of image matching results

ALGORITHM RMSE MAE MEE
CPD 86.1284 108.0754 28.6465
Ours 84.4054 106.0039 27.9689

Accuracy of Clothing Classification and Recognition in "Picture of a Lady with a Fan"

Models Original apparel recognition accuracy (%) Recognition accuracy of repaired clothing (%)
Vggnet _ v1 78.24 76.39
VGGNet _ v2 75.04 74.52
AlexNet 88.18 87.64
ResNet 94.72 94.18
Language:
English
Publication timeframe:
1 times per year
Journal Subjects:
Life Sciences, Life Sciences, other, Mathematics, Applied Mathematics, General Mathematics, Physics, Physics, other
Journal RSS Feed