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ShengAo's Projects

3dfeatnet icon 3dfeatnet

3DFeat-Net: Weakly Supervised Local 3D Features for Point Cloud Registration

bevplace icon bevplace

A SOTA LiDAR place recognition method that is rotation-invariant and generalizable.

cgf icon cgf

Code and data for "Learning Compact Geometric Features"

chamferdist icon chamferdist

Pytorch package to compute Chamfer distance between point sets (pointclouds).

cylinder3d icon cylinder3d

Rank 1st in the leaderboard of SemanticKITTI semantic segmentation (both single-scan and multi-scan) (Nov. 2020) (CVPR2021 Oral)

d3feat icon d3feat

Implementation of CVPR'20 oral paper - D3Feat: Joint Learning of Dense Detection and Description of 3D Local Features

datasets icon datasets

This dataset is built for the examination for the performance of textureless objects recognition algorithm

deepsphere icon deepsphere

A graph-based spherical convolutional neural network (for cosmology)

fcgf icon fcgf

Fully Convolutional Geometric Features: Fast and accurate 3D features for registration and correspondence.

lorax icon lorax

CVPR Paper - "3D Point Cloud Registration for Localization using a Deep Neural Network Auto-Encoder" - Partial Implementation Code

ppf-foldnet icon ppf-foldnet

PyTorch reimplementation for "PPF-FoldNet: Unsupervised Learning of Rotation Invariant 3D Local Descriptors" https://arxiv.org/abs/1808.10322

prin icon prin

Pointwise Rotation-Invariant Network

relation-shape-cnn icon relation-shape-cnn

Relation-Shape Convolutional Neural Network for Point Cloud Analysis (CVPR 2019 Oral & Best paper finalist)

usip icon usip

USIP: Unsupervised Stable Interest Point Detection from 3D Point Clouds

vnn icon vnn

Vector Neurons: A General Framework for SO(3)-Equivariant Networks

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