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3D Shape Representation

4 papers with code · Computer Vision
Subtask of 3D

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DeepSDF: Learning Continuous Signed Distance Functions for Shape Representation

CVPR 2019 LMescheder/Occupancy-Networks

In this work, we introduce DeepSDF, a learned continuous Signed Distance Function (SDF) representation of a class of shapes that enables high quality shape representation, interpolation and completion from partial and noisy 3D input data.

3D SHAPE REPRESENTATION

MeshNet: Mesh Neural Network for 3D Shape Representation

28 Nov 2018iMoonLab/MeshNet

However, there is little effort on using mesh data in recent years, due to the complexity and irregularity of mesh data.

3D SHAPE REPRESENTATION

3D Point-Capsule Networks

27 Dec 2018yongheng1991/3D-point-capsule-networks

In this paper, we propose 3D point-capsule networks, an auto-encoder designed to process sparse 3D point clouds while preserving spatial arrangements of the input data.

3D FEATURE MATCHING 3D GEOMETRY PERCEPTION 3D OBJECT CLASSIFICATION 3D OBJECT RECONSTRUCTION 3D PART SEGMENTATION 3D POINT CLOUD MATCHING 3D SHAPE GENERATION 3D SHAPE REPRESENTATION

Learning Discriminative 3D Shape Representations by View Discerning Networks

11 Aug 2018chengz3906/View-Discerning-Network

In this network, a Score Generation Unit is devised to evaluate the quality of each projected image with score vectors.

3D SHAPE RECOGNITION 3D SHAPE REPRESENTATION