Web: http://arxiv.org/abs/2205.02825

May 6, 2022, 1:10 a.m. | Peng-Shuai Wang, Yang Liu, Xin Tong

cs.CV updates on arXiv.org arxiv.org

We present an adaptive deep representation of volumetric fields of 3D shapes
and an efficient approach to learn this deep representation for high-quality 3D
shape reconstruction and auto-encoding. Our method encodes the volumetric field
of a 3D shape with an adaptive feature volume organized by an octree and
applies a compact multilayer perceptron network for mapping the features to the
field value at each 3D position. An encoder-decoder network is designed to
learn the adaptive feature volume based on the …

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