Multi-objective Optimization on Pore Segmentation. - Hangjun Wang; Guangqun Zhang; Hengnian Qi; Lingfei Ma (ICNC (4), 2009)

Examining urban expansion using multi-temporal landsat imagery: A case study of montreal census metropolitan area. - He Zhao 007; Lingfei Ma; Lanying Wang; Jonathan Li 001 (IGARSS, 2016)

Deep residual networks for hyperspectral image classification. - Zilong Zhong; Jonathan Li 001; Lingfei Ma; Han Jiang 005; He Zhao 007 (IGARSS, 2017)

Segment-Based Traffic Sign Detection from Mobile Laser Scanning Data. - Ying Li 036; Lingfei Ma; Yuchun Huang; Jonathan Li 001 (IGARSS, 2018)

Extraction of Building Windows from Mobile Laser Scanning Point Clouds. - Menglan Zhou; Lingfei Ma; Ying Li 036; Jonathan Li 001 (IGARSS, 2018)

Mobile Laser Scanned Point-Clouds for Road Object Detection and Extraction: A Review. - Lingfei Ma; Ying Li 036; Jonathan Li 001; Cheng Wang 003; Ruisheng Wang 001; Michael A. Chapman (Remote. Sens., 2018)

Rapid Urban Roadside Tree Inventory Using a Mobile Laser Scanning System. - Yiping Chen; Shiqian Wang; Jonathan Li 001; Lingfei Ma; Rongren Wu; Zhipeng Luo; Cheng Wang 003 (IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2019)

Generation of Horizontally Curved Driving Lines in HD Maps Using Mobile Laser Scanning Point Clouds. - Lingfei Ma; Ying Li 036; Jonathan Li 001; Zilong Zhong; Michael A. Chapman (IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2019)

Toronto-3D: A Large-scale Mobile LiDAR Dataset for Semantic Segmentation of Urban Roadways. - Weikai Tan; Nannan Qin; Lingfei Ma; Ying Li 036; Jing Du 007; Guorong Cai; Ke Yang; Jonathan Li 001 (CVPR Workshops, 2020)

Early-Season Crop Classification with Radarsat-2 Polarimetric Synthetic Aperture Radar Imagery. - Weikai Tan; Abhijit Sinha; Yifeng Li 003; Lingfei Ma; Jonathan Li 001 (IGARSS, 2020)

UAV LiDAR Point Cloud Segmentation of A Stack Interchange with Deep Neural Networks. - Weikai Tan; Dedong Zhang; Lingfei Ma; Ying Li 036; Lanying Wang; Jonathan Li 001 (CoRR, 2020)

A CNN Approach to Simultaneously Count Plants and Detect Plantation-Rows from UAV Imagery. - Lucas Prado Osco; Mauro dos Santos de Arruda; Diogo Nunes Gonçalves; Alexandre Dias; Juliana Batistoti; Maurício de Souza; Felipe David Georges Gomes; Ana Paula Marques Ramos; Lúcio André de Castro Jorge; Veraldo Liesenberg; Jonathan Li 001; Lingfei Ma; et al. (CoRR, 2020)

A Hybrid Capsule Network for Land Cover Classification Using Multispectral LiDAR Data. - Yongtao Yu; Haiyan Guan; Dilong Li; Tiannan Gu; Lanfang Wang; Lingfei Ma; Jonathan Li 001 (IEEE Geosci. Remote. Sens. Lett., 2020)

A Machine Learning Framework to Predict Nutrient Content in Valencia-Orange Leaf Hyperspectral Measurements. - Lucas Prado Osco; Ana Paula Marques Ramos; Mayara Maezano Faita Pinheiro; Érika Akemi Saito Moriya; Nilton Nobuhiro Imai; Nayara V. Estrabis; Felipe Ianczyk; Fábio Fernando de Araújo; Veraldo Liesenberg; Lúcio André de Castro Jorge; Jonathan Li 001; Lingfei Ma; et al. (Remote. Sens., 2020)

TGNet: Geometric Graph CNN on 3-D Point Cloud Segmentation. - Ying Li 036; Lingfei Ma; Zilong Zhong; Dongpu Cao; Jonathan Li 001 (IEEE Trans. Geosci. Remote. Sens., 2020)

Semi-Automated Generation of Road Transition Lines Using Mobile Laser Scanning Data. - Chengming Ye; Jonathan Li 001; Han Jiang 005; He Zhao 007; Lingfei Ma; Michael A. Chapman (IEEE Trans. Intell. Transp. Syst., 2020)

OpenGF: An Ultra-Large-Scale Ground Filtering Dataset Built Upon Open ALS Point Clouds Around the World. - Nannan Qin; Weikai Tan; Lingfei Ma; Dedong Zhang; Jonathan Li 001 (CVPR Workshops, 2021)

Semantic Segmentation of UAV Lidar Point Clouds of a Stack Interchange with Deep Neural Networks. - Weikai Tan; Dedong Zhang; Lingfei Ma; Lanying Wang; Nannan Qin; Yiping Chen; Jonathan Li 001 (IGARSS, 2021)

Prediction of insect-herbivory-damage and insect-type attack in maize plants using hyperspectral data. - Danielle Elis Garcia Furuya; Lingfei Ma; Mayara Maezano Faita Pinheiro; Felipe David Georges Gomes; Wesley Nunes Gonçalvez; José Marcato Junior; Diego de Castro Rodrigues; Maria Carolina Blassioli-Moraes; Mirian Fernandes Furtado Michereff; Miguel Borges; Raúl Alberto Alaumann; Ednaldo José Ferreira; et al. (Int. J. Appl. Earth Obs. Geoinformation, 2021)

Reconstructing GRACE-like TWS anomalies for the Canadian landmass using deep learning and land surface model. - Qiutong Yu; Shusen Wang; Hongjie He; Ke Yang; Lingfei Ma; Jonathan Li 001 (Int. J. Appl. Earth Obs. Geoinformation, 2021)

Machine learning and SLIC for Tree Canopies segmentation in urban areas. - José Augusto Correa Martins; Geazy Menezes; Wesley Nunes Gonçalves; Diego André Sant'Ana; Lucas Prado Osco; Veraldo Liesenberg; Jonathan Li 001; Lingfei Ma; Paulo Tarso Sanches de Oliveira; Gilberto Astolfi; Hemerson Pistori; José Marcato Junior (Ecol. Informatics, 2021)

Cellular Automata Based Land-Use Change Simulation Considering Spatio-Temporal Influence Heterogeneity of Light Rail Transit Construction: A Case in Nanjing, China. - Jiaming Na; Jie Zhu 004; Jiazhu Zheng; Shaoning Di; Hu Ding; Lingfei Ma (ISPRS Int. J. Geo Inf., 2021)

Capsule-Based Networks for Road Marking Extraction and Classification From Mobile LiDAR Point Clouds. - Lingfei Ma; Ying Li 036; Jonathan Li 001; Yongtao Yu; José Marcato Junior; Wesley Nunes Gonçalves; Michael A. Chapman (IEEE Trans. Intell. Transp. Syst., 2021)

Multi-Scale Point-Wise Convolutional Neural Networks for 3D Object Segmentation From LiDAR Point Clouds in Large-Scale Environments. - Lingfei Ma; Ying Li 036; Jonathan Li 001; Weikai Tan; Yongtao Yu; Michael A. Chapman (IEEE Trans. Intell. Transp. Syst., 2021)

Deep Learning for LiDAR Point Clouds in Autonomous Driving: A Review. - Ying Li 036; Lingfei Ma; Zilong Zhong; Fei Liu; Michael A. Chapman; Dongpu Cao; Jonathan Li 001 (IEEE Trans. Neural Networks Learn. Syst., 2021)

Decoupling Consensus and Storage in Consortium Blockchains by Erasure Codes. - Dejun Xiang; Rui Zhou; Lingfei Ma; Qingming Zeng; Ximing Fu; Qiang Wang; Bin Chen 011; Yan Jia 001 (ICDIS, 2022)

An Empirical Study of the Impact of COVID-19 on OSS Development. - Lingfei Ma; Liming Nie; Chenxi Mao; Yaowen Zheng; Yang Liu 003 (QRS Companion, 2022)

Optimizing and Evaluating Swin Transformer for Aircraft Classification: Analysis and Generalizability of the MTARSI Dataset. - Kyle Gao; Hongjie He; Dening Lu; Linlin Xu; Lingfei Ma; Jonathan Li 001 (IEEE Access, 2022)

Semantic segmentation with labeling uncertainty and class imbalance applied to vegetation mapping. - Patrik Olã Bressan; José Marcato Junior; José Augusto Correa Martins; Maximilian Jaderson de Melo; Diogo Nunes Gonçalves; Daniel Matte Freitas; Ana Paula Marques Ramos; Michelle Taís Garcia Furuya; Lucas Prado Osco; Jonathan de Andrade Silva; Zhipeng Luo; Raymundo Cordero Garcia; et al. (Int. J. Appl. Earth Obs. Geoinformation, 2022)

Super-resolving and composing building dataset using a momentum spatial-channel attention residual feature aggregation network. - Hongjie He; Kyle Gao; Weikai Tan; Lanying Wang; Nan Chen; Lingfei Ma; Jonathan Li 001 (Int. J. Appl. Earth Obs. Geoinformation, 2022)

Mask R-CNN based automated identification and extraction of oil well sites. - Hongjie He; Hongzhang Xu; Ying Zhang; Kyle Gao; Huxiong Li; Lingfei Ma; Jonathan Li 001 (Int. J. Appl. Earth Obs. Geoinformation, 2022)

WSPointNet: A multi-branch weakly supervised learning network for semantic segmentation of large-scale mobile laser scanning point clouds. - Xiangda Lei; Haiyan Guan; Lingfei Ma; Yongtao Yu; Zhen Dong 005; Kyle Gao; Mahmoud Reza Delavar; Jonathan Li 001 (Int. J. Appl. Earth Obs. Geoinformation, 2022)

SD-GCN: Saliency-based dilated graph convolution network for pavement crack extraction from 3D point clouds. - Lingfei Ma; Jonathan Li 001 (Int. J. Appl. Earth Obs. Geoinformation, 2022)

Line-based deep learning method for tree branch detection from digital images. - Rodrigo Silva; José Marcato Junior; Laisa Almeida; Diogo Nunes Gonçalves; Pedro Zamboni; Vanessa Fernandes; Jonathan de Andrade Silva; Edson Takashi Matsubara; Edson Antonio Batista; Lingfei Ma; Jonathan Li 001; Wesley Nunes Gonçalves (Int. J. Appl. Earth Obs. Geoinformation, 2022)

Pavement crack detection from CCD images with a locally enhanced transformer network. - Zhengsen Xu; Haiyan Guan; Jian Kang; Xiangda Lei; Lingfei Ma; Yongtao Yu; Yiping Chen; Jonathan Li 001 (Int. J. Appl. Earth Obs. Geoinformation, 2022)

WaterHRNet: A multibranch hierarchical attentive network for water body extraction with remote sensing images. - Yongtao Yu; Long Huang; Weibin Lu; Haiyan Guan; Lingfei Ma; Shenghua Jin; Changhui Yu; Yongjun Zhang 002; Peng Tang; Zuojun Liu; Wenhao Wang; Jonathan Li 001 (Int. J. Appl. Earth Obs. Geoinformation, 2022)

STN: Saliency-Guided Transformer Network for Point-Wise Semantic Segmentation of Urban Scenes. - Lingfei Ma; Jonathan Li 001; Haiyan Guan; Yongtao Yu; Yiping Chen (IEEE Geosci. Remote. Sens. Lett., 2022)

Spectral-Spatial Transformer Network for Hyperspectral Image Classification: A Factorized Architecture Search Framework. - Zilong Zhong; Ying Li 036; Lingfei Ma; Jonathan Li 001; Wei-Shi Zheng 001 (IEEE Trans. Geosci. Remote. Sens., 2022)

BoundaryNet: Extraction and Completion of Road Boundaries With Deep Learning Using Mobile Laser Scanning Point Clouds and Satellite Imagery. - Lingfei Ma; Ying Li 036; Jonathan Li 001; José Marcato Junior; Wesley Nunes Gonçalves; Michael A. Chapman (IEEE Trans. Intell. Transp. Syst., 2022)

Robust Lane Extraction From MLS Point Clouds Towards HD Maps Especially in Curve Road. - Chengming Ye; He Zhao 007; Lingfei Ma; Han Jiang 005; Hongfu Li; Ruisheng Wang 001; Michael A. Chapman; José Marcato Junior; Jonathan Li 001 (IEEE Trans. Intell. Transp. Syst., 2022)

3D Vehicle Detection Using Multi-Level Fusion From Point Clouds and Images. - Kun Zhao; Lingfei Ma; Yu Meng; Li Liu; Junbo Wang; José Marcato Junior; Wesley Nunes Gonçalves; Jonathan Li 001 (IEEE Trans. Intell. Transp. Syst., 2022)

Cross-Modal feature description for remote sensing image matching. - Liangzhi Li 002; Ming Liu; Lingfei Ma; Ling Han (Int. J. Appl. Earth Obs. Geoinformation, 2022)

Enhancing Spatial Resolution of Building Datasets Using Transformer-Based Single-Image Super-Resolution. - Yuwei Cai; Hongjie He; Zhimeng He; Michael A. Chapman; Jing Li 040; Lingfei Ma; Jonathan Li 001 (IGARSS, 2023)

Nighttime Light Missing Data Retrieval Using Modis Version 6 Satellite Data and Mask Dilated Partial Convolutional Neural Network. - Xuanchen Liu; Shuxin Qiao; Kyle Gao; Hongjie He; Lingfei Ma; Jonathan Li 001 (IGARSS, 2023)

Graph Representation Learning for Infrared and Visible Image Fusion. - Jing Li 040; Lu Bai 001; Bin Yang 008; Chang Li 001; Lingfei Ma; Edwin R. Hancock (CoRR, 2023)

TFIV: Multigrained Token Fusion for Infrared and Visible Image via Transformer. - Jing Li 040; Bin Yang 008; Lu Bai 001; Hao Dou; Chang Li 001; Lingfei Ma (IEEE Trans. Instrum. Meas., 2023)

An Overlap-Free Calibration Method for LiDAR-Camera Platforms Based on Environmental Perception. - Dedong Zhang; Lingfei Ma; Zheng Gong; Weikai Tan; John S. Zelek; Jonathan Li 001 (IEEE Trans. Instrum. Meas., 2023)

A comparative study of loss functions for road segmentation in remotely sensed road datasets. - Hongzhang Xu; Hongjie He; Ying Zhang; Lingfei Ma; Jonathan Li 001 (Int. J. Appl. Earth Obs. Geoinformation, 2023)

SCL-GCN: Stratified Contrastive Learning Graph Convolution Network for pavement crack detection from mobile LiDAR point clouds. - Huifang Feng 002; Lingfei Ma; Yongtao Yu; Yiping Chen; Jonathan Li 001 (Int. J. Appl. Earth Obs. Geoinformation, 2023)

SIFNet: A self-attention interaction fusion network for multisource satellite imagery template matching. - Ming Liu; Gaoxiang Zhou; Lingfei Ma; Liangzhi Li 002; Qiong Mei (Int. J. Appl. Earth Obs. Geoinformation, 2023)

A systematic mapping study for graphical user interface testing on mobile apps. - Liming Nie; Kabir S. Said; Lingfei Ma; Yaowen Zheng; Yangyang Zhao (IET Softw., 2023)

MVPNet: A multi-scale voxel-point adaptive fusion network for point cloud semantic segmentation in urban scenes. - Huchen Li; Haiyan Guan; Lingfei Ma; Xiangda Lei; Yongtao Yu; Hanyun Wang; Mahmoud Reza Delavar; Jonathan Li 001 (Int. J. Appl. Earth Obs. Geoinformation, 2023)

Towards intelligent ground filtering of large-scale topographic point clouds: A comprehensive survey. - Nannan Qin; Weikai Tan; Haiyan Guan; Lanying Wang; Lingfei Ma; Pengjie Tao; Sarah Fatholahi; Xiangyun Hu; Jonathan Li 001 (Int. J. Appl. Earth Obs. Geoinformation, 2023)

Multi-Granularity Feature Fusion For Point Cloud Semantic Segmentation Under Urban Scenes. - Huchen Li; Lingfei Ma; Haiyan Guan; Nannan Qin; Yufu Zang; Lanying Wang (IGARSS, 2024)

Weakly Supervised Point Cloud Segmentation by Combining Active Learning Annotation and Multi-Consistency Mechanism. - Jiacheng Liu; Haiyan Guan; Lingfei Ma; Nannan Qin; Yufu Zang (IGARSS, 2024)

DAAL-WS: A weakly-supervised method integrated with data augmentation and active learning strategies for MLS point cloud semantic segmentation. - Xiangda Lei; Haiyan Guan; Lingfei Ma; Jiacheng Liu; Yogntao Yu; Lanying Wang; Zhen Dong 005; Huan Ni; Jonathan Li 001 (Int. J. Appl. Earth Obs. Geoinformation, 2024)

Status, advancements and prospects of deep learning methods applied in forest studies. - Ting Yun; Jian Li; Lingfei Ma; Ji Zhou; Ruisheng Wang 001; Markus P. Eichhorn; Huaiqing Zhang (Int. J. Appl. Earth Obs. Geoinformation, 2024)

A spatiotemporal attention-augmented ConvLSTM model for ocean remote sensing reflectance prediction. - Gaoxiang Zhou; Jun Chen; Ming Liu; Lingfei Ma (Int. J. Appl. Earth Obs. Geoinformation, 2024)

High autistic traits linked with reduced performance on affective task switching: An ERP study. - Siyuan Zhou; Zongping Chen; Gang Liu; Lingfei Ma; Ya Liu (NeuroImage, 2024)

A Survey of Point Cloud Completion. - Zhiyun Zhuang; Zhiyang Zhi; Ting Han 001; Yiping Chen; Jun Chen 005; Cheng Wang 003; Ming Cheng 002; Xinchang Zhang 002; Nannan Qin; Lingfei Ma (IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2024)

HigherNet-DST: Higher-Resolution Network With Dynamic Scale Training for Rooftop Delineation. - Hongjie He; Lingfei Ma; Jonathan Li 001 (IEEE Trans. Geosci. Remote. Sens., 2024)

Remote-Oriented Brain-Controlled Unmanned Aerial Vehicle for IoT. - Siyu Liu; Zhiyuan Ming; Mengzhen Liu; Deyu Zhang; Ziyu Liu; Qiming Chen; Lingfei Ma; Jiawei Luo; Dingjie Suo; Jian Zhang; Tianyi Yan (IEEE Internet Things J., 2024)

RdmkNet & Toronto-RDMK: Large-Scale Datasets for Road Marking Classification and Segmentation. - Jing Du 007; Lingfei Ma; Jing Li 040; Nannan Qin; John S. Zelek; Haiyan Guan; Jonathan Li 001 (IEEE Trans. Intell. Transp. Syst., 2024)

Crack-U2Net: Multiscale Feature Learning Network for Pavement Crack Detection From Large-Scale MLS Point Clouds. - Huifang Feng 002; Wen Li 005; Lingfei Ma; Yiping Chen; Haiyan Guan; Yongtao Yu; José Marcato Junior; Jonathan Li 001 (IEEE Trans. Intell. Transp. Syst., 2024)

GreenNet: A dual-encoder network for urban green space classification using high-resolution remotely sensed images. - Ke Chen; Yang Wang; Cunrui Huang; Jing Wang; Sabrina L. Li; Haiyan Guan; Lingfei Ma (Int. J. Appl. Earth Obs. Geoinformation, 2025)

RTCNet: A novel real-time triple branch network for pavement crack semantic segmentation. - Bin Liu; Jian Kang; Haiyan Guan; Xiaodong Zhi; Yongtao Yu; Lingfei Ma; Daifeng Peng; Linlin Xu; Dongchuan Wang (Int. J. Appl. Earth Obs. Geoinformation, 2025)

Graph Representation Learning for Infrared and Visible Image Fusion. - Jing Li 040; Lu Bai 001; Bin Yang 008; Chang Li 001; Lingfei Ma (IEEE Trans Autom. Sci. Eng., 2025)

Point-SCT: A Multiscale Spatial Convolution-Swin Transformer Network for Point Cloud Ground Filtering in Complex Mountainous Terrains. - Jingxiang Li; Fuquan Tang; Lingfei Ma; Chao Zhu; Zheng Gong; Nur Intan Raihana Ruhaiyem; Jonathan Li 001 (IEEE Trans. Geosci. Remote. Sens., 2025)

SLAM-TSM: Enhanced Indoor LiDAR SLAM With Total Station Measurements for Accurate Trajectory Estimation. - Dedong Zhang; Weikai Tan; John S. Zelek; Lingfei Ma; Jonathan Li 001 (IEEE Trans. Intell. Transp. Syst., 2025)

Brain-Controlled Hand Exoskeleton Based on Augmented Reality-Fused Stimulus Paradigm. - Siyu Liu; Mengzhen Liu; Deyu Zhang; Zhiyuan Ming; Ziyu Liu; Qiming Chen; Lingfei Ma; Jiawei Luo; Jian Zhang; Dingjie Suo; Guangying Pei; Tianyi Yan (IEEE J. Biomed. Health Informatics, 2025)

"Pilot" to "Embodier": Brain-Controlled Robotic Arm With the E-VEP Paradigm in 3-D Manufacturing Scenarios for IoT. - Siyu Liu; Mengzhen Liu; Zhiyuan Ming; Deyu Zhang; Jiawei Luo; Ziyu Liu; Qiming Chen; Mengxin Liu; Lingfei Ma; Jian Zhang; Tianyi Yan (IEEE Internet Things J., 2025)

Dual-Modal Prior Semantic Guided Infrared and Visible Image Fusion for Intelligent Transportation System. - Jing Li 040; Lu Bai 001; Bin Yang 008; Chang Li 001; Lingfei Ma; Lixin Cui; Edwin R. Hancock (IEEE Trans. Intell. Transp. Syst., 2025)

A Novel Nonlinear Smooth Controller for a Brain-Controlled Driving System in Complex Driving Scenarios. - Tianyi Yan; Siyu Liu; Mengzhen Liu; Deyu Zhang; Zhiyuan Ming; Lingfei Ma; Jiawei Luo; Ziyu Liu; Qiming Chen; Tiantian Liu; Yifan Song; Dingjie Suo; et al. (IEEE Trans. Intell. Transp. Syst., 2025)

PointGauss: Point Cloud-Guided Multi-Object Segmentation for Gaussian Splatting. - Wentao Sun; Hanqing Xu; Quanyun Wu; Dedong Zhang; Yiping Chen; Lingfei Ma; John S. Zelek; Jonathan Li 001 (CoRR, 2025)

SAGOnline: Segment Any Gaussians Online. - Wentao Sun; Quanyun Wu; Hanqing Xu; Kyle Gao; Zhengsen Xu; Yiping Chen; Dedong Zhang; Lingfei Ma; John S. Zelek; Jonathan Li 001 (CoRR, 2025)

AI-Powered LiDAR Point Cloud Understanding and Processing: An Updated Survey. - Shanghui Jia; Xinghan Gong; Fang Liu; Lingfei Ma (IEEE Trans. Intell. Transp. Syst., 2025)