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Language-guided Semantic Style Transfer of 3D Indoor Scenes. (arXiv:2208.07870v1 [cs.CV])
Aug. 17, 2022, 1:12 a.m. | Bu Jin, Beiwen Tian, Hao Zhao, Guyue Zhou
cs.CV updates on arXiv.org arxiv.org
We address the new problem of language-guided semantic style transfer of 3D
indoor scenes. The input is a 3D indoor scene mesh and several phrases that
describe the target scene. Firstly, 3D vertex coordinates are mapped to RGB
residues by a multi-layer perceptron. Secondly, colored 3D meshes are
differentiablly rendered into 2D images, via a viewpoint sampling strategy
tailored for indoor scenes. Thirdly, rendered 2D images are compared to
phrases, via pre-trained vision-language models. Lastly, errors are
back-propagated to the …
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