What question did this study set out to answer?

To develop a hierarchical style transfer framework using Stable Diffusion that captures both the visual structures and intrinsic aesthetic expressions of Chinese ink painting.

August 16, 2026Advanced ElectromagneticsOpen Access

Using the Stable Diffusion Model to Achieve Ink Painting Style Transfer and Contemporary Art Re-Creation

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Authors

YLY. LiuChangsha University of Science and Technology LLL. LiuHunan First Normal University YLYang LiuDalian Ocean University

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Implication

Computational model demonstrates enhanced structural fidelity and blank-space balance in digital painting re-creation, highlighting opportunities for traditional cultural preservation.

Key Points

To develop a hierarchical style transfer framework using Stable Diffusion that captures both the visual structures and intrinsic aesthetic expressions of Chinese ink painting.
Integrated CLIP to align abstract aesthetic principles, such as the balance between emptiness and reality.
Implemented Low-Rank Adaptation (LoRA) fine-tuning alongside ControlNet to maintain ink-edge constraints and structural consistency.
Evaluated performance based on structural fidelity and blank-space distribution metrics.
Achieved a structural similarity index measure (SSIM) of 0.78 for reconstructed ink paintings.
Maintained a controlled traditional blank-space distribution of 28.5% across generated artwork.

Cite This Study

Liu et al. (2026) studied this question.

synapsesocial.com/papers/6a817a72f2fb91fc834ae325 https://doi.org/10.7716/aem.v15i3.3531

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Implication

Computational model demonstrates enhanced structural fidelity and blank-space balance in digital painting re-creation, highlighting opportunities for traditional cultural preservation.

Using the Stable Diffusion Model to Achieve Ink Painting Style Transfer and Contemporary Art Re-Creation

Discussion

Member takes

Implication

Key Points

Cite This Study

Using the Stable Diffusion Model to Achieve Ink Painting Style Transfer and Contemporary Art Re-Creation

Discussion

Member takes

Implication

Key Points

Cite This Study

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Also Consider