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Lingfei Ma
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Deep Learning for LiDAR Point Clouds in Autonomous Driving: A Review
Y Li, L Ma, Z Zhong, F Liu, D Cao, J Li, MA Chapman
IEEE Transactions on Neural Networks and Learning Systems, doi: 10.1109 …, 2020
4532020
Toronto-3D: A Large-scale Mobile LiDAR Dataset for Semantic Segmentation of Urban Roadways
W Tan, Q Nannan, L Ma, Y Li, J Du, G Cai, K Yang, J Li
Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern …, 2020
2222020
Spectral-Spatial Transformer Network for Hyperspectral Image Classification: A Factorized Architecture Search Framework
Z Zhong, Y Li, L Ma, J Li, W Zheng
IEEE Transactions on Geoscience and Remote Sensing, DOI: 10.1109/TGRS.2021 …, 2021
2012021
Mobile laser scanned point-clouds for road object detection and extraction: A review
L Ma, Y Li, J Li, C Wang, R Wang, MA Chapman
Remote Sensing 10 (10), 1531, 2018
1912018
Deep residual networks for hyperspectral image classification
Z Zhong, J Li, L Ma, H Jiang, H Zhao
IGARSS 2017, 1824-1827, 2017
1352017
TGNet: Geometric Graph CNN on 3D Point Cloud Segmentation
Y Li, L Ma, Z Zhong, D Cao, J Li
IEEE Transactions on Geoscience and Remote Sensing, doi:10.1109/TGRS.2019 …, 2019
1152019
Multi-scale Point-wise Convolutional Neural Networks for 3D Object Segmentation from LiDAR Point Clouds in Large-scale Environments
L Ma, Y Li, J Li, W Tan, Y Yu, M Chapman
IEEE Transactions on Intelligent Transportation Systems, doi:10.1109/TITS …, 2019
1122019
A CNN Approach to Simultaneously Count Plants and Detect Plantation-rows from UAV Imagery
LP Osco, MS de Arruda, DN Gonçalves, A Dias, J Batistoti, M de Souza, ...
ISPRS Journal of Photogrammetry and Remote Sensing 174, 1-17, 2021
882021
A machine learning framework to predict nutrient content in valencia-orange leaf hyperspectral measurements
LP Osco, APM Ramos, MM Faita Pinheiro, ÉAS Moriya, NN Imai, ...
Remote Sensing 12 (6), 906, 2020
862020
Capsule-based Networks for Road Marking Extraction and Classification from Mobile LiDAR Point Clouds
L Ma, Y Li, J Li, Y Yu, MJ José, WN Gonçalves, M Chapman
IEEE Transactions on Intelligent Transportation Systems 22 (4), 1981-1995, 2020
542020
Generation of horizontally curved driving lines in HD maps using mobile laser scanning point clouds
L Ma, Y Li, J Li, Z Zhong, M Chapman
IEEE Journal of Selected Topics in Applied Earth Observations and Remote …, 2019
512019
Pavement crack detection from CCD images with a locally enhanced transformer network
Z Xu, H Guan*, J Kang, X Lei, L Ma*, Y Yu, Y Chen, J Li
International Journal of Applied Earth Observation and Geoinformation 110 …, 2022
502022
Mask R-CNN based automated identification and extraction of oil well sites
H He, H Xu, Y Zhang, K Gao, H Li, L Ma*, J Li
International Journal of Applied Earth Observation and Geoinformation, 102875, 2022
462022
Rapid urban roadside tree inventory using a mobile laser scanning system
Y Chen, S Wang, L Ma, J Li, R Wu, Z Luo, C Wang, M Chapman
IEEE Journal of Selected Topics in Applied Earth Observations and Remote …, 2019
422019
Semi-Automated Generation of Road Transition Lines Using Mobile Laser Scanning Data
C Ye, J Li, H Jiang, H Zhao, L Ma, M Chapman
IEEE Transactions on Intelligent Transportation Systems, 10.1109/TITS.2019 …, 2019
372019
Robust Lane Extraction from MLS Point Clouds Towards HD Maps Especially in Curve Road
C Ye, H Zhao, L Ma, J Li, H Jiang, R Wang, MA Chapman
IEEE Transactions on Intelligent Transportation Systems, DOI: 10.1109/TITS …, 2020
352020
A Hybrid Capsule Network for Land Cover Classification Using Multispectral LiDAR Data
Y Yu, H Guan, D Li, T Gu, L Wang, L Ma, J Li
IEEE Geoscience and Remote Sensing Letters, doi:10.1109/LGRS.2019.2940505, 2019
322019
A comparative study of loss functions for road segmentation in remotely sensed road datasets
H Xu, H He, Y Zhang, L Ma*, J Li
International Journal of Applied Earth Observations and Geoinformation 116 …, 2023
292023
Semantic Segmentation with Labeling Uncertainty and Class Imbalance Applied to Vegetation Mapping
PO Bressan, JM Junior, JAC Martins, MJ Melo, DN Gonçalvez, DM Freitas, ...
International Journal of Applied Earth Observation and Geoinformation, DOI …, 2022
272022
SD-GCN: Saliency-based Dilated Graph Convolution Network for Pavement Crack Extraction from 3D Point Clouds  
L Ma*, J Li
International Journal of Applied Earth Observations and Geoinformation 111 …, 2022
262022
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