“Geometry Aware Texturing for 3D Avatars Content Creation” by Cheskidova, Arganaidi, Rancea and Haag – ACM SIGGRAPH HISTORY ARCHIVES

“Geometry Aware Texturing for 3D Avatars Content Creation” by Cheskidova, Arganaidi, Rancea and Haag

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    Geometry Aware Texturing for 3D Avatars Content Creation

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    In this work, we propose a novel approach to texture generation, making use of recent advancements in Latent Diffusion models, [Rombach et al. 2022] unlocked by [Zhang and Agrawala 2023], introducing control inputs to generation pipelines via ControlNet. We find that a special condition, where the mesh is encoded into UV space, can serve as a control input, producing textures that are geometrically and visually coherent, and of high quality. Using this approach, we are able to generate a unique look guided by text for existing meshes in a matter of seconds.


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