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05/25/2023
NAP: Neural 3D Articulation Prior
We propose Neural 3D Articulation Prior (NAP), the first 3D deep generat...
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research
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05/25/2023
Banana: Banach Fixed-Point Network for Pointcloud Segmentation with Inter-Part Equivariance
Equivariance has gained strong interest as a desirable network property ...
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03/27/2023
EFEM: Equivariant Neural Field Expectation Maximization for 3D Object Segmentation Without Scene Supervision
We introduce Equivariant Neural Field Expectation Maximization (EFEM), a...
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12/30/2022
SE(3)-Equivariant Reconstruction from Light Field
Recent progress in geometric computer vision has shown significant advan...
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06/16/2022
Unified Fourier-based Kernel and Nonlinearity Design for Equivariant Networks on Homogeneous Spaces
We introduce a unified framework for group equivariant networks on homog...
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03/30/2022
CaDeX: Learning Canonical Deformation Coordinate Space for Dynamic Surface Representation via Neural Homeomorphism
While neural representations for static 3D shapes are widely studied, re...
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08/18/2020
