activity
20162023
most citedA comprehensive survey on point cloud registration

187 citations · 334 across the 10 of their papers we have counts for

collaborators

10 papers

cs.CV2023

Cross-source Point Cloud Registration: Challenges, Progress and Prospects

Xiaoshui Huang, Guofeng Mei, Jian Zhang

The emerging topic of cross-source point cloud (CSPC) registration has attracted increasing attention with the fast development background of 3D sensor technologies. Different from…

eess.IV2022★ 3 cited

Beyond CNNs: Exploiting Further Inherent Symmetries in Medical Image Segmentation

Shuchao Pang, Anan Du, Mehmet A. Orgun +5

Automatic tumor or lesion segmentation is a crucial step in medical image analysis for computer-aided diagnosis. Although the existing methods based on Convolutional Neural Network…

cs.CV2021★ 187 cited

A comprehensive survey on point cloud registration

Xiaoshui Huang, Guofeng Mei, Jian Zhang +1

Registration is a transformation estimation problem between two point clouds, which has a unique and critical role in numerous computer vision applications. The developments of opt…

cs.LG2020★ 4 cited

Causal Discovery from Incomplete Data using An Encoder and Reinforcement Learning

Xiaoshui Huang, Fujin Zhu, Lois Holloway +1

Discovering causal structure among a set of variables is a fundamental problem in many domains. However, state-of-the-art methods seldom consider the possibility that the observati…

cs.IR2020★ 30 cited

Jointly Modeling Intra- and Inter-transaction Dependencies with Hierarchical Attentive Transaction Embeddings for Next-item Recommendation

Shoujin Wang, Longbing Cao, Liang Hu +4

A transaction-based recommender system (TBRS) aims to predict the next item by modeling dependencies in transactional data. Generally, two kinds of dependencies considered are intr…

cs.CV2020★ 16 cited

Feature-metric Registration: A Fast Semi-supervised Approach for Robust Point Cloud Registration without Correspondences

Xiaoshui Huang, Guofeng Mei, Jian Zhang

We present a fast feature-metric point cloud registration framework, which enforces the optimisation of registration by minimising a feature-metric projection error without corresp…

cs.CV2019★ 2 cited

Fast Registration for cross-source point clouds by using weak regional affinity and pixel-wise refinement

Xiaoshui Huang, Lixin Fan, Qiang Wu +2

Many types of 3D acquisition sensors have emerged in recent years and point cloud has been widely used in many areas. Accurate and fast registration of cross-source 3D point clouds…

cs.CV2017★ 2 cited

Learning a 3D descriptor for cross-source point cloud registration from synthetic data

Xiaoshui Huang

As the development of 3D sensors, registration of 3D data (e.g. point cloud) coming from different kind of sensor is dispensable and shows great demanding. However, point cloud reg…

cs.CV2016

A coarse-to-fine algorithm for registration in 3D street-view cross-source point clouds

Xiaoshui Huang, Jian Zhang, Qiang Wu +2

With the development of numerous 3D sensing technologies, object registration on cross-source point cloud has aroused researchers' interests. When the point clouds are captured fro…

cs.CV2016★ 90 cited

A Systematic Approach for Cross-source Point Cloud Registration by Preserving Macro and Micro Structures

Xiaoshui Huang, Jian Zhang, Lixin Fan +2

We propose a systematic approach for registering cross-source point clouds. The compelling need for cross-source point cloud registration is motivated by the rapid development of a…