Based on structure and texture dual-stream network for ancient mural restoration

Chunhong Ren; Yan Xu

doi:10.1117/12.3052938

3 January 2025 Based on structure and texture dual-stream network for ancient mural restoration

Chunhong Ren, Yan Xu

Author Affiliations +

Proceedings Volume 13442, Fifth International Conference on Signal Processing and Computer Science (SPCS 2024); 134420L (2025) https://doi.org/10.1117/12.3052938
Event: Fifth International Conference on Signal Processing and Computer Science (SPCS 2024), 2024, Kaifeng, China

Abstract

Presently although the algorithms based on deep learning have achieved good results in the restoration of ancient murals, they do not consider the interaction between image texture information and structural information, resulting in the ineffective restoration of global information and prone to problems such as discontinuous structures and blurry textures. To address these issues, this paper proposes an ancient mural restoration algorithm based on structure and texture-guided dual-stream generative adversarial networks. Between encoding and decoding, an improved aggregated contextual-transformation (IAOT) module is proposed to enhance the capture of distant features and rich structural details. Experimental results show that the proposed method outperforms comparative algorithms in terms of restoring image texture details and structures, and performs better in evaluation metrics.

(2025) Published by SPIE. Downloading of the abstract is permitted for personal use only.

Citation Download Citation

Chunhong Ren and Yan Xu "Based on structure and texture dual-stream network for ancient mural restoration", Proc. SPIE 13442, Fifth International Conference on Signal Processing and Computer Science (SPCS 2024), 134420L (3 January 2025); https://doi.org/10.1117/12.3052938

ACCESS THE FULL ARTICLE

INSTITUTIONAL
Select your institution to access the SPIE Digital Library.

SELECT YOUR INSTITUTION

PERSONAL
Sign in with your SPIE account to access your personal subscriptions or to use specific features such as save to my library, sign up for alerts, save searches, etc.

PERSONAL SIGN IN

No SPIE Account? Create one

;

PURCHASE THIS CONTENT

SUBSCRIBE TO DIGITAL LIBRARY

50 downloads per 1-year subscription

Members: $195

Non-members: $335 ADD TO CART

25 downloads per 1 - year subscription

Members: $145

Non-members: $250 ADD TO CART

PURCHASE SINGLE ARTICLE

Includes PDF, HTML & Video, when available

Members: $17.00

Non-members: $21.00 ADD TO CART

PROCEEDINGS
6 PAGES

DOWNLOAD PAPER SAVE TO MY LIBRARY

GET CITATION

RIGHTS & PERMISSIONS

Get copyright permission Get copyright permission on Copyright Marketplace

KEYWORDS

Image restoration

Image enhancement

Image quality

Education and training

Feature extraction

Distortion

Feature fusion

Show All Keywords

Keywords/Phrases

Search In:

Publication Years