activity
20192021
most citedSOE-Net: A Self-Attention and Orientation Encoding Network for Point Cloud based Place Recognition

14 citations · 28 across the 5 of their papers we have counts for

collaborators

5 papers

cs.CV2021★ 11 cited

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

Rong Huang, Wei Yao, Yusheng Xu +2

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

cs.CV2020★ 1 cited

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

Rong Huang, Yusheng Xu, Uwe Stilla

In this work, we propose a novel neural network focusing on semantic labeling of ALS point clouds, which investigates the importance of long-range spatial and channel-wise relation…

cs.CV2020★ 14 cited

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

Yan Xia, Yusheng Xu, Shuang Li +4

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 betw…

cs.CV2020

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

Yan Xia, Yusheng Xu, Cheng Wang +1

As a dynamic and essential component in the road environment of urban scenarios, vehicles are the most popular investigation targets. To monitor their behavior and extract their ge…

cs.LG2019★ 2 cited

Deep Clustering With Intra-class Distance Constraint for Hyperspectral Images

Jinguang Sun, Wanli Wang, Xian Wei +5

The high dimensionality of hyperspectral images often results in the degradation of clustering performance. Due to the powerful ability of deep feature extraction and non-linear fe…