Low-Cost 3D Authoring via Guided Diffusion in GUI-Driven Pipeline

The advancement of 3D content creation has often been hindered by the complexities and costs associated with traditional authoring methods. We introduce a novel approach that combines Guided Diffusion within a GUI-driven pipeline to streamline this process. This framework allows users to engage in low-cost 3D authoring, significantly enhancing visual fidelity while reducing the resource demands typically required for such tasks. By providing an intuitive graphical user interface, our method empowers individuals with varying levels of technical skill to utilize advanced algorithms effortlessly. Central to our approach is the optimization of the pipeline, ensuring swift content generation without compromising quality. We integrate multiple guided diffusion strategies, enabling users to tailor the creative output to their artistic preferences. Comprehensive evaluations reveal that this innovative pipeline markedly reduces obstacles in 3D content creation, broadening accessibility and demonstrating the effectiveness of combining GUI-driven tools with guided diffusion techniques.

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Publication Details

Published
2025-07-11
DOI
https://doi.org/10.1109/cisat66811.2025.11181952
Primary Topic
Video Coding and Compression Technologies
Type
article
Field-Weighted Citation Impact
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article

Low-Cost 3D Authoring via Guided Diffusion in GUI-Driven Pipeline

Xiaohua Hu
Video Coding and Compression Technologies
article

Low-Cost 3D Authoring via Guided Diffusion in GUI-Driven Pipeline

Xiaohua Hu
article en

Abstract

The advancement of 3D content creation has often been hindered by the complexities and costs associated with traditional authoring methods. We introduce a novel approach that combines Guided Diffusion within a GUI-driven pipeline to streamline this process. This framework allows users to engage in low-cost 3D authoring, significantly enhancing visual fidelity while reducing the resource demands typically required for such tasks. By providing an intuitive graphical user interface, our method empowers individuals with varying levels of technical skill to utilize advanced algorithms effortlessly. Central to our approach is the optimization of the pipeline, ensuring swift content generation without compromising quality. We integrate multiple guided diffusion strategies, enabling users to tailor the creative output to their artistic preferences. Comprehensive evaluations reveal that this innovative pipeline markedly reduces obstacles in 3D content creation, broadening accessibility and demonstrating the effectiveness of combining GUI-driven tools with guided diffusion techniques.

University of Washington (US), University of Washington Applied Physics Laboratory (US), Seattle University (US)
Openalex Percentile: Top 66%
Video Coding and Compression Technologies
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