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journey-zhuang authored Dec 2, 2024
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<h2 class="title is-3">Method</h2>
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<img src="./static/images/pipeline_overview.png" alt="Method Pipeline Illustration">
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<p>
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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