Waterloo Urban Scene Dataset: An Annotation-Efficient Dataset for Urban Scene Classification with Minimal Supervision

He, Hongjie; Wu, Yiqing; Liu, Xuanchen; Shen, Wenyi; Abdalla, Shene; Xu, Jianing; Guo, Mingming; Li, Jonathan

doi:10.5194/ica-abs-10-104-2025

Training-free Urban Tree Counting with Multi-modal data

Zhengsen Xu, Lanying Wang, Hongjie He, Haiyan Guan, Lingfei Ma, Jonathan Li, and Lincoln Linlin Xu

Abstr. Int. Cartogr. Assoc., 10, 307, https://doi.org/10.5194/ica-abs-10-307-2025,https://doi.org/10.5194/ica-abs-10-307-2025, 2025

Channel Extraction and Geometric Parameters Measurement Based on Point Clouds

Qingguo Zhang, Xiaolong Li, Huifang Feng, Jian Zhong, Yuehui Li, Michael A. Chapman, and Jonathan Li

ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., X-1-W2-2025, 205–212, https://doi.org/10.5194/isprs-annals-X-1-W2-2025-205-2025,https://doi.org/10.5194/isprs-annals-X-1-W2-2025-205-2025, 2025

A Feature-Driven Approach to Semantic Segmentation in Large-Scale 3D Urban Dataset

Jing Du, John Zelek, Michael A. Chapman, and Jonathan Li

ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., X-1-W2-2025, 27–33, https://doi.org/10.5194/isprs-annals-X-1-W2-2025-27-2025,https://doi.org/10.5194/isprs-annals-X-1-W2-2025-27-2025, 2025

Urban-Scale Semantic Segmentation Using PointMamba and Mobile Laser Scanning Point Clouds

Jiafeng Wu, Lingfei Ma, Hongxin Yang, and Jonathan Li

Proc. Int. Cartogr. Assoc., 7, 16, https://doi.org/10.5194/ica-proc-7-16-2025,https://doi.org/10.5194/ica-proc-7-16-2025, 2025

Exploring State Space Models in LiDAR Point Cloud Segmentation

Dening Lu, Linlin Xu, Ruisheng Wang, and Jonathan Li

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-G-2025, 1015–1021, https://doi.org/10.5194/isprs-archives-XLVIII-G-2025-1015-2025,https://doi.org/10.5194/isprs-archives-XLVIII-G-2025-1015-2025, 2025

Assessing climatic change impacts on mangrove structural dynamics on the northern coasts of the Persian Gulf

Mahdieh Shirmohammadi, Davood Mafi-Gholami, Saied Pirasteh, Fahimeh Youssefi, Jie Shen, Weilian Li, and Jonathan Li

ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., X-3-2024, 383–386, https://doi.org/10.5194/isprs-annals-X-3-2024-383-2024,https://doi.org/10.5194/isprs-annals-X-3-2024-383-2024, 2024

Semantic Segmentation Uncertainty Assessment of Different U-net Architectures for Extracting Building Footprints

Ehsan Haghighi Gashti, Mahmoud Reza Delavar, Haiyan Guan, and Jonathan Li

ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., X-4-2024, 141–148, https://doi.org/10.5194/isprs-annals-X-4-2024-141-2024,https://doi.org/10.5194/isprs-annals-X-4-2024-141-2024, 2024

Calculating of Taftan Volcano Displacement Using PSI Technique and Sentinel 1 Images

Mahdieh Shirmohammadi, Saied Pirasteh, Jie Shen, and Jonathan Li

ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., X-1-2024, 213–218, https://doi.org/10.5194/isprs-annals-X-1-2024-213-2024,https://doi.org/10.5194/isprs-annals-X-1-2024-213-2024, 2024

DEEPURBANMODELLER (DUM): A PROCESS-INFORMED NEURAL ARCHITECTURE FOR HIGH-PRECISION URBAN SURFACE TEMPERATURE PREDICTION

Y. Zang, G. Huang, W. Liu, L. Chen, D. Wu, C. Wang, and J. Li

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-1-W2-2023, 71–76, https://doi.org/10.5194/isprs-archives-XLVIII-1-W2-2023-71-2023,https://doi.org/10.5194/isprs-archives-XLVIII-1-W2-2023-71-2023, 2023

DETECTION AND SEGMENTATION OF POLE-LIKE OBJECTS IN MOBILE LASER SCANNING POINT CLOUDS

A. Nurunnabi, Y. Sadahiro, F. N. Teferle, D. F. Laefer, and J. Li

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-1-W2-2023, 27–34, https://doi.org/10.5194/isprs-archives-XLVIII-1-W2-2023-27-2023,https://doi.org/10.5194/isprs-archives-XLVIII-1-W2-2023-27-2023, 2023

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

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

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

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

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

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

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

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

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

Waterloo Urban Scene Dataset: An Annotation-Efficient Dataset for Urban Scene Classification with Minimal Supervision

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