Search Results for author: Yusheng Xu

Found 5 papers, 2 papers with code

Pairwise Point Cloud Registration using Graph Matching and Rotation-invariant Features

no code implementations5 May 2021 Rong Huang, Wei Yao, Yusheng Xu, Zhen Ye, Uwe Stilla

Registration is a fundamental but critical task in point cloud processing, which usually depends on finding element correspondence from two point clouds.

Graph Matching Point Cloud Registration +1

GraNet: Global Relation-aware Attentional Network for ALS Point Cloud Classification

no code implementations24 Dec 2020 Rong Huang, Yusheng Xu, Uwe Stilla

We conducted comprehensive experiments on two ALS point cloud datasets to evaluate the performance of our proposed framework.

General Classification Point Cloud Classification +1

SOE-Net: A Self-Attention and Orientation Encoding Network for Point Cloud based Place Recognition

1 code implementation CVPR 2021 Yan Xia, Yusheng Xu, Shuang Li, Rui Wang, Juan Du, Daniel Cremers, Uwe Stilla

We tackle the problem of place recognition from point cloud data and introduce a self-attention and orientation encoding network (SOE-Net) that fully explores the relationship between points and incorporates long-range context into point-wise local descriptors.

3D Place Recognition Metric Learning +1

VPC-Net: Completion of 3D Vehicles from MLS Point Clouds

1 code implementation8 Aug 2020 Yan Xia, Yusheng Xu, Cheng Wang, Uwe Stilla

Moreover, a new refiner module is also presented to preserve the vehicle details from inputs and refine the complete outputs with fine-grained information.

Autonomous Driving

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