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Video

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Method

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+ Method Pipeline Illustration +
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+ Overview of our pipeline for 3D stylization with three modules. + (a) In the \textbf{Multi-view Style Enhancement} module, style information is extracted from reference images, with Style Cleaning refining the style representation and Style Injection integrating it across multiple views to ensure geometric consistency. + (b) The \textbf{Dynamic Style Score Distillation (DSSD)} module employs dynamic noise scheduling and adaptive style guidance, integrating both latent and pixel losses to achieve consistent stylization step by step. + (c) In the \textbf{Progressive Style Outpainting (PSO)} module, progressive outpainting achieves multi-view style propagation. + While Gaussian Refinement (\eg scale regularization and high-gradient Gaussian culling) is simultaneously conducted during the distillation process, it enhances the final stylized 3D representation, particularly in art scenes. +

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