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October 13, 2025Open Access

3D Hand Mesh-Guided AI-Generated Malformed Hand Refinement with Hand Pose Transformation via Diffusion Model

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Proposed method refines malformed hands, improving their authenticity in AI-generated images.
Utilizing a state-of-the-art 3D hand mesh estimator led to better detail representation, reducing errors.
The method employs a diffusion inpainting model for generating refined outputs based on the 3D mesh guidance.
Hand pose transformation adds flexibility to the refinement process, achieving desired poses without extra training.

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Proposed method improves malformed hand images using a 3D hand mesh estimator and diffusion model, enhancing pose diversity.

Feng et al. (2025) studied this question.

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