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This research aims to improve the efficiency and quality of Dunhuang mural style transfer using a new framework.

April 12, 2026ElectronicsOpen Access

Dunhuang Mural Style Transfer Using Vision Mamba: In-Context Prompting and Physically Motivated HSV Modulation

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Hierarchical visual model enhances style transfer and image quality in cultural heritage, suggesting efficient preservation methods.

This research aims to improve the efficiency and quality of Dunhuang mural style transfer using a new framework.
Developed Dh-Mamba, a hierarchical visual Mamba framework for mural stylization.
Introduced a CrossMamba in-context style injection for consistent global style propagation.
Designed a Modulated Style Perception Module to regulate texture injection based on complexity.
Implemented an Orthogonal Decoupled HSV Modulator to manage pigment palettes and reduce artifacts.
Dh-Mamba enhances content preservation compared to existing methods.
Achieved higher quality, natural mural textures in experiments.
Verified improvements through multiple quantitative metrics.

Qin et al. (2026) studied this question.

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