Automated Extraction of Driving Lines from Mobile Laser Scanning Point Clouds

Ma, Lingfei; Wu, Tianyu; Li, Ying; Li, Jonathan; Chen, Yiping; Chapman, Michael

doi:https://doi.org/10.5194/ica-adv-1-12-2019

A Comparative Study of Semantic Segmentation using Deep Neural Networks in a GNSS-denied Underground Parking Lot

Kristie Hu, Jing Du, Xinghan Gong, Lingfei Ma, and Jonathan Li

Adv. Cartogr. GIScience Int. Cartogr. Assoc., 4, 18, https://doi.org/10.5194/ica-adv-4-18-2023,https://doi.org/10.5194/ica-adv-4-18-2023, 2023

Digital twins of building extraction from dual-channel airborne LiDAR point clouds

Yiping Chen, Huifang Feng, and Jonathan Li

Abstr. Int. Cartogr. Assoc., 6, 38, https://doi.org/10.5194/ica-abs-6-38-2023,https://doi.org/10.5194/ica-abs-6-38-2023, 2023

Using Least Cost Path Analysis to Plan a New Bypass Route on Highway 401 to Mitigate Traffic Congestion and Impacts in the City of Toronto, Ontario

Kristie Hu and Jonathan Li

Abstr. Int. Cartogr. Assoc., 6, 94, https://doi.org/10.5194/ica-abs-6-94-2023,https://doi.org/10.5194/ica-abs-6-94-2023, 2023

SPDC: A SUPER-POINT AND POINT COMBINING BASED DUAL-SCALE CONTRASTIVE LEARNING NETWORK FOR POINT CLOUD SEMANTIC SEGMENTATION

S. Zhang, W. Huang, Y. Chen, S. Zhang, W. Zhang, and J. Li

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-1-W1-2023, 571–578, https://doi.org/10.5194/isprs-archives-XLVIII-1-W1-2023-571-2023,https://doi.org/10.5194/isprs-archives-XLVIII-1-W1-2023-571-2023, 2023

kCV-B: BOOTSTRAP WITH CROSS-VALIDATION FOR DEEP LEARNING MODEL DEVELOPMENT, ASSESSMENT AND SELECTION

A. Nurunnabi, F. N. Teferle, D. F. Laefer, F. Remondino, I. R. Karas, and J. Li

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-4-W3-2022, 111–118, https://doi.org/10.5194/isprs-archives-XLVIII-4-W3-2022-111-2022,https://doi.org/10.5194/isprs-archives-XLVIII-4-W3-2022-111-2022, 2022

SPATIAL MODELLING OF COVID-19 INCIDENCE RATE IN CANADA

S. N. Fatholahi, C. Pan, L. Wang, and J. Li

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLIII-B4-2022, 111–116, https://doi.org/10.5194/isprs-archives-XLIII-B4-2022-111-2022,https://doi.org/10.5194/isprs-archives-XLIII-B4-2022-111-2022, 2022

PROBABILISTIC-BASED CROWDSOURCING TECHNIQUE FOR ROAD SURFACE ANOMALY DETECTION

S. Sattar, S. Li, and M. Chapman

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLIII-B4-2022, 281–286, https://doi.org/10.5194/isprs-archives-XLIII-B4-2022-281-2022,https://doi.org/10.5194/isprs-archives-XLIII-B4-2022-281-2022, 2022

IMPACT OF DEEP LEARNING-BASED SUPER-RESOLUTION ON BUILDING FOOTPRINT EXTRACTION

H. He, K. Gao, W. Tan, L. Wang, S. N. Fatholahi, N. Chen, M. A. Chapman, and J. Li

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLIII-B1-2022, 31–37, https://doi.org/10.5194/isprs-archives-XLIII-B1-2022-31-2022,https://doi.org/10.5194/isprs-archives-XLIII-B1-2022-31-2022, 2022

A SHORT-CUT CONNECTIONS-BASED NEURAL NETWORK FOR BUILDING EXTRACTION FROM HIGH RESOLUTION ORTHOIMAGERY

Z. He, H. He, J. Li, M. A. Chapman, and H. Ding

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLIII-B1-2022, 39–44, https://doi.org/10.5194/isprs-archives-XLIII-B1-2022-39-2022,https://doi.org/10.5194/isprs-archives-XLIII-B1-2022-39-2022, 2022

ROBUST APPROACH FOR URBAN ROAD SURFACE EXTRACTION USING MOBILE LASER SCANNING 3D POINT CLOUDS

A. Nurunnabi, F. N. Teferle, R. C. Lindenbergh, J. Li, and S. Zlatanova

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLIII-B1-2022, 59–66, https://doi.org/10.5194/isprs-archives-XLIII-B1-2022-59-2022,https://doi.org/10.5194/isprs-archives-XLIII-B1-2022-59-2022, 2022

DEEP LEARNING-BASED METHOD TO EXTEND THE TIME SERIES OF GLOBAL ANNUAL VIIRS-LIKE NIGHTTIME LIGHT DATA

L. Wang, W. Tan, H. Xu, H. He, N. Chen, D. Li, M. A. Chapman, and J. Li

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLIII-B1-2022, 73–78, https://doi.org/10.5194/isprs-archives-XLIII-B1-2022-73-2022,https://doi.org/10.5194/isprs-archives-XLIII-B1-2022-73-2022, 2022

EVALUATION OF A COMPACT HELMET-BASED LASER SCANNING SYSTEM FOR ABOVEGROUND AND UNDERGROUND 3D MAPPING

J. Li, B. Yang, Y. Chen, W. Wu, Y. Yang, X. Zhao, and R. Chen

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLIII-B2-2022, 215–220, https://doi.org/10.5194/isprs-archives-XLIII-B2-2022-215-2022,https://doi.org/10.5194/isprs-archives-XLIII-B2-2022-215-2022, 2022

CHANGES OF SPATIAL DISPARITIES IN SATELLITE-DERIVED PM_2.5 EXPOSURES OVER 2010–2019 IN CHINA

M. Liu, G. Zhou, Z. Liu, L. Han, and J. Li

ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., V-3-2022, 297–302, https://doi.org/10.5194/isprs-annals-V-3-2022-297-2022,https://doi.org/10.5194/isprs-annals-V-3-2022-297-2022, 2022

INVESTIGATION OF POINTNET FOR SEMANTIC SEGMENTATION OF LARGE-SCALE OUTDOOR POINT CLOUDS

A. Nurunnabi, F. N. Teferle, J. Li, R. C. Lindenbergh, and S. Parvaz

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVI-4-W5-2021, 397–404, https://doi.org/10.5194/isprs-archives-XLVI-4-W5-2021-397-2021,https://doi.org/10.5194/isprs-archives-XLVI-4-W5-2021-397-2021, 2021

Waterloo Building Dataset: A large-scale very-high-spatial-resolution image dataset for building rooftop extraction

Hongjie He, Zijian Jiang, Weikai Tan, Yuwei Cai, Sarah Narges Fatholahi, Kyle Gao, Hongzhang Xu, Bingxu Hu, Liyuan Qing, and Jonathan Li

Abstr. Int. Cartogr. Assoc., 3, 105, https://doi.org/10.5194/ica-abs-3-105-2021,https://doi.org/10.5194/ica-abs-3-105-2021, 2021

AN EFFICIENT DEEP LEARNING APPROACH FOR GROUND POINT FILTERING IN AERIAL LASER SCANNING POINT CLOUDS

A. Nurunnabi, F. N. Teferle, J. Li, R. C. Lindenbergh, and A. Hunegnaw

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLIII-B1-2021, 31–38, https://doi.org/10.5194/isprs-archives-XLIII-B1-2021-31-2021,https://doi.org/10.5194/isprs-archives-XLIII-B1-2021-31-2021, 2021

A CAPSNETS APPROACH TO PAVEMENT CRACK DETECTION USING MOBILE LASER SCANNNING POINT CLOUDS

W. Zhu, W. Tan, L. Ma, D. Zhang, J. Li, and M. A. Chapman

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLIII-B1-2021, 39–44, https://doi.org/10.5194/isprs-archives-XLIII-B1-2021-39-2021,https://doi.org/10.5194/isprs-archives-XLIII-B1-2021-39-2021, 2021

CLOUD-BASED GEOSPATIAL PLATFORM IN SUPPORT OF SUSTAINABLE DEVELOPMENT GOALS 2030: HOW TO BE PREPARED FOR EARTHQUAKE DISASTERS?

S. Pirasteh, G. Shamsipour, G. Liu, R. Hajibagheri, A. Ghasemzadeh, M. Jokar, H. Zarbakhsh, F. Behnamfar, and J. Li

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLIII-B3-2020, 1705–1708, https://doi.org/10.5194/isprs-archives-XLIII-B3-2020-1705-2020,https://doi.org/10.5194/isprs-archives-XLIII-B3-2020-1705-2020, 2020

AUTOMATIC TRAFFIC SIGN DETECTION AND RECOGNITION USING MOBILE LIDAR DATA WITH DIGITAL IMAGES

H. Guan, Y. Yu, D. Li, and J. Li

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLIII-B3-2020, 599–603, https://doi.org/10.5194/isprs-archives-XLIII-B3-2020-599-2020,https://doi.org/10.5194/isprs-archives-XLIII-B3-2020-599-2020, 2020

A BOUNDARY-ENHANCED SUPERVOXEL METHOD FOR EXTRACTION OF ROAD EDGES IN MLS POINT CLOUDS

Z. Sha, Y. Chen, W. Li, C. Wang, A. Nurunnabi, and J. Li

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLIII-B1-2020, 65–71, https://doi.org/10.5194/isprs-archives-XLIII-B1-2020-65-2020,https://doi.org/10.5194/isprs-archives-XLIII-B1-2020-65-2020, 2020

SPATIAL RESOLUTION ENHANCEMENT OF LAND COVER MAPPING USING DEEP CONVOLUTIONAL NETS

Q. Yu, W. Liu, and J. Li

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLIII-B1-2020, 85–89, https://doi.org/10.5194/isprs-archives-XLIII-B1-2020-85-2020,https://doi.org/10.5194/isprs-archives-XLIII-B1-2020-85-2020, 2020

ESTIMATING PM_2.5 CONCENTRATIONS IN BRITISH COLUMBIA, CANADA DURING WILDFIRE SEASON USING SATELLITE OPTICAL DATA

S. N. Fatholahi, Y. Gu, M. Liu, L. Ma, Y. Chen, and J. Li

ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., V-1-2020, 71–79, https://doi.org/10.5194/isprs-annals-V-1-2020-71-2020,https://doi.org/10.5194/isprs-annals-V-1-2020-71-2020, 2020

ON-ROAD INFORMATION EXTRACTION FROM LIDAR DATA VIA MULTIPLE FEATURE MAPS

H. Wu, Z. Xie, C. Wen, C. Wang, and J. Li

ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., V-1-2020, 207–213, https://doi.org/10.5194/isprs-annals-V-1-2020-207-2020,https://doi.org/10.5194/isprs-annals-V-1-2020-207-2020, 2020

USING EDGECONV TO IMPROVE 3D OBJECT DETECTION FROM RGB-D DATA

W. Lin, Y. Chen, C. Wang, and J. Li

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-2-W13, 835–839, https://doi.org/10.5194/isprs-archives-XLII-2-W13-835-2019,https://doi.org/10.5194/isprs-archives-XLII-2-W13-835-2019, 2019

3D-CNN BASED TREE SPECIES CLASSIFICATION USING MOBILE LIDAR DATA

H. Guan, Y. Yu, W. Yan, D. Li, and J. Li

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-2-W13, 989–993, https://doi.org/10.5194/isprs-archives-XLII-2-W13-989-2019,https://doi.org/10.5194/isprs-archives-XLII-2-W13-989-2019, 2019

MULTISPECTRAL AIRBORNE LASER SCANNING POINT-CLOUDS FOR LAND COVER CLASSIFICATION USING CONVOLUTIONAL NEURAL NETWORKS

L. Ma, Z. Chen, Y. Li, D. Zhang, J. Li, and M. A. Chapman

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-2-W13, 79–86, https://doi.org/10.5194/isprs-archives-XLII-2-W13-79-2019,https://doi.org/10.5194/isprs-archives-XLII-2-W13-79-2019, 2019

INDOOR SCENE REGISTRATION BASED ON SIAMESE NETWORK AND POINTNET

Z. Zhang, C. Wen, Y. Chen, W. Li, C. You, C. Wang, and J. Li

ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., IV-2-W5, 307–312, https://doi.org/10.5194/isprs-annals-IV-2-W5-307-2019,https://doi.org/10.5194/isprs-annals-IV-2-W5-307-2019, 2019

AUTOMATED EXTRACTION OF LIVER OUTLINES FROM COMPUTED TOMOGRAPHY SCAN IMAGES USING A CUDA-BASED SEGMENTATION METHOD

Y. Chen, D. Li, Q. Zhu, C. Wang, and J. Li

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-2-W12, 31–36, https://doi.org/10.5194/isprs-archives-XLII-2-W12-31-2019,https://doi.org/10.5194/isprs-archives-XLII-2-W12-31-2019, 2019

A PRELIMINARY INVESTIGATION ON COMPARISON AND TRANSFORMATION OF SENTINEL-2 MSI AND LANDSAT 8 OLI

F. Chen, S. Lou, Q. Fan, J. Li, C. Wang, and M. Claverie

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-3, 2619–2624, https://doi.org/10.5194/isprs-archives-XLII-3-2619-2018,https://doi.org/10.5194/isprs-archives-XLII-3-2619-2018, 2018

EXAMINING URBAN EXPANSION USING MULTI-TEMPORAL LANDSAT IMAGERY: A CASE STUDY OF THE MONTREAL CENSUS METROPOLITAN AREA FROM 1975 TO 2015, CANADA

Lingfei Ma, He Zhao, and Jonathan Li

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLI-B8, 965–972, https://doi.org/10.5194/isprs-archives-XLI-B8-965-2016,https://doi.org/10.5194/isprs-archives-XLI-B8-965-2016, 2016

SPMK AND GRABCUT BASED TARGET EXTRACTION FROM HIGH RESOLUTION REMOTE SENSING IMAGES

Weihong Cui, Guofeng Wang, Chenyi Feng, Yiwei Zheng, Jonathan Li, and Yi Zhang

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLI-B7, 195–203, https://doi.org/10.5194/isprs-archives-XLI-B7-195-2016,https://doi.org/10.5194/isprs-archives-XLI-B7-195-2016, 2016

AUTOMATIC RAILWAY POWER LINE EXTRACTION USING MOBILE LASER SCANNING DATA

Shanxin Zhang, Cheng Wang, Zhuang Yang, Yiping Chen, and Jonathan Li

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLI-B5, 615–619, https://doi.org/10.5194/isprs-archives-XLI-B5-615-2016,https://doi.org/10.5194/isprs-archives-XLI-B5-615-2016, 2016

ESTIMATING PM2.5 IN THE BEIJING-TIANJIN-HEBEI REGION USING MODIS AOD PRODUCTS FROM 2014 TO 2015

Yuenan Li, Jianjun Wang, Cheng Chen, Yifei Chen, and Jonathan Li

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLI-B2, 721–727, https://doi.org/10.5194/isprs-archives-XLI-B2-721-2016,https://doi.org/10.5194/isprs-archives-XLI-B2-721-2016, 2016

CONTINUOUS MAPPING OF TUNNEL WALLS IN A GNSS-DENIED ENVIRONMENT

Michael A. Chapman, Cao Min, and Deijin Zhang

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLI-B3, 481–485, https://doi.org/10.5194/isprs-archives-XLI-B3-481-2016,https://doi.org/10.5194/isprs-archives-XLI-B3-481-2016, 2016

INVESTIGATING THE INFLUENCE OF TREE COVERAGE ON PROPERTY CRIME: A CASE STUDY IN THE CITY OF VANCOUVER, BRITISH COLUMBIA, CANADA

Yifei Chen, Yuenan Li, and Jonathan Li

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLI-B2, 695–702, https://doi.org/10.5194/isprs-archives-XLI-B2-695-2016,https://doi.org/10.5194/isprs-archives-XLI-B2-695-2016, 2016

RAPID INSPECTION OF PAVEMENT MARKINGS USING MOBILE LIDAR POINT CLOUDS

Haocheng Zhang, Jonathan Li, Ming Cheng, and Cheng Wang

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLI-B1, 717–723, https://doi.org/10.5194/isprs-archives-XLI-B1-717-2016,https://doi.org/10.5194/isprs-archives-XLI-B1-717-2016, 2016

A FEASIBILITY STUDY ON USE OF GENERIC MOBILE LASER SCANNING SYSTEM FOR DETECTING ASPHALT PAVEMENT CRACKS

Xinqu Chen and Jonathan Li

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLI-B1, 545–549, https://doi.org/10.5194/isprs-archives-XLI-B1-545-2016,https://doi.org/10.5194/isprs-archives-XLI-B1-545-2016, 2016

An approach to computing direction relations between separated object groups

H. Yan, Z. Wang, and J. Li

Geosci. Model Dev., 6, 1591–1599, https://doi.org/10.5194/gmd-6-1591-2013,https://doi.org/10.5194/gmd-6-1591-2013, 2013

Automated Extraction of Driving Lines from Mobile Laser Scanning Point Clouds

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