Texture Refinement

Texture refinement in 3D modeling focuses on enhancing the realism and detail of surface textures in generated or reconstructed 3D models. Current research employs various techniques, including diffusion models adapted for texture spaces, hypergraph-based refinement to capture high-order correlations in geometry and texture, and multi-step processes leveraging text-to-image generation and material assignment. These advancements improve the visual fidelity of 3D models, impacting applications such as virtual and augmented reality, 3D printing, and digital content creation by enabling more realistic and detailed representations of objects and scenes.