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Pixel2Mesh: Generating 3D Mesh Models from Single RGB …

Pixel2 Mesh: Generating 3D Mesh Modelsfrom Single RGB ImagesNanyang Wang1 , Yinda Zhang2 , Zhuwen Li3 ,Yanwei Fu4, Wei Liu5, Yu-Gang Jiang1 1 Shanghai Key Lab of Intelligent Information Processing,School of Computer Science, fudan University2 Princeton University3 Intel Labs4 School of Data Science, fudan University5 Tencent AI propose an end-to-end deep learning architecture that produces a3D shape in triangular mesh from a Single color image. Limited by the natureof deep neural network, previous methods usually represent a 3D shape in vol-ume or point cloud, and it is non-trivial to convert them to the more ready-to-usemesh model. Unlike the existing methods, our network represents 3D mesh in agraph-based convolutional neural network and produces correct geometry by pro-gressively deforming an ellipsoid, leveraging perceptual features extracted fromthe input image.

Pixel2Mesh: Generating 3D Mesh Models from Single RGB Images Nanyang Wang1 ⋆, Yinda Zhang2, Zhuwen Li3, Yanwei Fu4, Wei Liu5, Yu-Gang Jiang1† 1Shanghai Key Lab of Intelligent Information Processing, School of Computer Science, Fudan University 2Princeton University 3Intel Labs 4School of Data Science, Fudan University 5Tencent AI Lab …

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