September 28, 2025

SketchRefiner: Text-Guided Sketch Refinement Through Latent Diffusion Models.

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Refined sketches closely align with input text prompts, improving clarity and expression in communication.
Evaluation demonstrated that SketchRefiner generates aesthetically pleasing outputs based on text guidance.
Using a latent diffusion model and ControlNet, the approach optimizes Bézier curves in sketches.
This method highlights the potential of artificial intelligence to assist in creative processes and communication efficiency.

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SketchRefiner enhances sketch quality through text guidance in free-hand drawings, suggesting improved communication.

Tian et al. (2025) studied this question.

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