Xiaoping Liu

Publication Activity (10 Years)

Years Active: 2007-2024
Publications (10 Years): 50

Top Topics

Change Detection

Iterative Optimization

Cellular Automata

Top Venues

Int. J. Geogr. Inf. Sci.

IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens.

IEEE Trans. Geosci. Remote. Sens.

Publications

Tao Liu, Xiaoping Liu, Yaotong Cai
Urban Trees Expansion and Exposure Improvement in China: Insights From Satellite Observations (1985-2023). IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. 17 (2024)
Zihao Zhou, Yimin Chen, Xiaoping Liu, Xinchang Zhang, Honghui Zhang
A maps-to-maps approach for simulating urban land expansion based on convolutional long short-term memory neural networks. Int. J. Geogr. Inf. Sci. 38 (3) (2024)
Ming Jiang, Yimin Chen, Zhe Dong, Xiaoping Liu, Xinchang Zhang, Honghui Zhang
Multiscale Fusion CNN-Transformer Network for High-Resolution Remote Sensing Image Change Detection. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. 17 (2024)
Fangjie Zhu, Zhenhao Chen, Haoyang Li, Qian Shi, Xiaoping Liu
CEDAnet: Individual Tree Segmentation in Dense Orchard via Context Enhancement and Density Prior. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. 17 (2024)
Yangzi Che, Xuecao Li, Qian Shi, Xiaoping Liu
A Simple and Reliable Method for Estimating Building-Scale Height Based on Multisource Datasets. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. 17 (2024)
Yaotong Cai, Yutian Zhang, Liyu Ma, Kaijian Luo, Xiaoping Liu, Bingjie Li, Haoming Zhuang
An Adaptive Stacking Regressor With a Self-Iterative Optimization Module for Improving Fractional Woody Cover Mapping. IEEE Geosci. Remote. Sens. Lett. 20 (2023)
Yaotong Cai, Qian Shi, Xiaocong Xu, Xiaoping Liu
A novel approach towards continuous monitoring of forest change dynamics in fragmented landscapes using time series Landsat imagery. Int. J. Appl. Earth Obs. Geoinformation 118 (2023)
Haoming Zhuang, Xiaoping Liu, Xun Liang, Yuchao Yan, Jinqiang He, Yiling Cai, Changjiang Wu, Xinchang Zhang, Honghui Zhang
Tensor-CA: A high-performance cellular automata model for land use simulation based on vectorization and GPU. Trans. GIS 26 (2) (2022)
Da He, Qian Shi, Xiaoping Liu, Yanfei Zhong, Liangpei Zhang
Generating 2m fine-scale urban tree cover product over 34 metropolises in China based on deep context-aware sub-pixel mapping network. Int. J. Appl. Earth Obs. Geoinformation 106 (2022)
Da He, Qian Shi, Xiaoping Liu, Yanfei Zhong, Xiaoding Liu
Spectral-Spatial Fusion Sub-Pixel Mapping Based on Deep Neural Network. IEEE Geosci. Remote. Sens. Lett. 19 (2022)
Haoming Zhuang, Xiaoping Liu, Yuchao Yan, Dachuan Zhang, Jialyu He, Jinqiang He, Xinchang Zhang, Honghui Zhang, Manchun Li
Integrating a deep forest algorithm with vector-based cellular automata for urban land change simulation. Trans. GIS 26 (4) (2022)
Xiaocong Xu, Xiaoping Liu, Xia Li, Qian Shi, Yimin Chen, Bin Ai
Global Snow Depth Retrieval From Passive Microwave Brightness Temperature With Machine Learning Approach. IEEE Trans. Geosci. Remote. Sens. 60 (2022)
Xiaocong Xu, Dachuan Zhang, Xiaoping Liu, Jinpei Ou, Xinxin Wu
Simulating multiple urban land use changes by integrating transportation accessibility and a vector-based cellular automata: a case study on city of Toronto. Geo spatial Inf. Sci. 25 (3) (2022)
Qian Shi, Mengxi Liu, Shengchen Li, Xiaoping Liu, Fei Wang, Liangpei Zhang
A Deeply Supervised Attention Metric-Based Network and an Open Aerial Image Dataset for Remote Sensing Change Detection. IEEE Trans. Geosci. Remote. Sens. 60 (2022)
Mengxi Liu, Qian Shi, Andrea Marinoni, Da He, Xiaoping Liu, Liangpei Zhang
Super-Resolution-Based Change Detection Network With Stacked Attention Module for Images With Different Resolutions. IEEE Trans. Geosci. Remote. Sens. 60 (2022)
Qian Shi, Xiaolei Qin, Lingyu Sun, Zitao Shen, Xiaoping Liu, Xiaocong Xu, Jiaxin Tian, Rong Liu, Andrea Marinoni
Improving Global Forest Mapping by Semi-automatic Sample Labeling with Deep Learning on Google Earth Images. CoRR (2021)
Haoming Zhuang, Xiaoping Liu, Yuchao Yan, Jinpei Ou, Jialyu He, Changjiang Wu
Mapping Multi-Temporal Population Distribution in China from 1985 to 2010 Using Landsat Images via Deep Learning. Remote. Sens. 13 (17) (2021)
Da He, Qian Shi, Xiaoping Liu, Yanfei Zhong, Xinchang Zhang
Deep Subpixel Mapping Based on Semantic Information Modulated Network for Urban Land Use Mapping. IEEE Trans. Geosci. Remote. Sens. 59 (12) (2021)
Mengxi Liu, Qian Shi, Andrea Marinoni, Da He, Xiaoping Liu, Liangpei Zhang
Super-resolution-based Change Detection Network with Stacked Attention Module for Images with Different Resolutions. CoRR (2021)
Da He, Yanfei Zhong, Qian Shi, Xiaoping Liu
Rethinking the High Frequency Components in Deep Sub-Pixel Mapping Network. IGARSS (2021)
Xun Liang, Xiaoping Liu, Guangliang Chen, Jiye Leng, Youyue Wen, Guangzhao Chen
Coupling fuzzy clustering and cellular automata based on local maxima of development potential to model urban emergence and expansion in economic development zones. Int. J. Geogr. Inf. Sci. 34 (10) (2020)
Qian Shi, Mengxi Liu, Xiaoping Liu, Penghua Liu, Pengyuan Zhang, Jinxing Yang, Xia Li
Domain Adaption for Fine-Grained Urban Village Extraction From Satellite Images. IEEE Geosci. Remote. Sens. Lett. 17 (8) (2020)
Qian Shi, Yipeng Zhang, Xiaoping Liu, Kefei Zhao
Regularised transfer learning for hyperspectral image classification. IET Comput. Vis. 13 (2) (2019)
Boen Zhang, Gang Xu, Limin Jiao, Jiafeng Liu, Ting Dong, Zehui Li, Xiaoping Liu, Yaolin Liu
The scale effects of the spatial autocorrelation measurement: aggregation level and spatial resolution. Int. J. Geogr. Inf. Sci. 33 (5) (2019)
Penghua Liu, Xiaoping Liu, Mengxi Liu, Qian Shi, Jinxing Yang, Xiaocong Xu, Yuanying Zhang
Building Footprint Extraction from High-Resolution Images via Spatial Residual Inception Convolutional Neural Network. Remote. Sens. 11 (7) (2019)
Xingdong Deng, Penghua Liu, Xiaoping Liu, Ruoyu Wang, Yuanying Zhang, Jialv He, Yao Yao
Geospatial Big Data: New Paradigm of Remote Sensing Applications. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. 12 (10) (2019)
Yimin Chen, Xia Li, Xiaoping Liu, Hu Huang, Shifa Ma
Simulating urban growth boundaries using a patch-based cellular automaton with economic and ecological constraints. Int. J. Geogr. Inf. Sci. 33 (1) (2019)
Jinpei Ou, Xiaoping Liu, Penghua Liu, Xiaojuan Liu
Evaluation of Luojia 1-01 nighttime light imagery for impervious surface detection: A comparison with NPP-VIIRS nighttime light data. Int. J. Appl. Earth Obs. Geoinformation 81 (2019)
Xiaoping Liu, Ning Niu, Xingjian Liu, He Jin, Jinpei Ou, Limin Jiao, Yaolin Liu
Characterizing mixed-use buildings based on multi-source big data. Int. J. Geogr. Inf. Sci. 32 (4) (2018)
Yuchao Yan, Xiaoping Liu, Jinpei Ou, Xia Li, Youyue Wen
Assimilating multi-source remotely sensed data into a light use efficiency model for net primary productivity estimation. Int. J. Appl. Earth Obs. Geoinformation 72 (2018)
Xiaoping Liu, Guohua Hu, Bin Ai, Xia Li, Guangjin Tian, Yimin Chen, Shaoying Li
Simulating urban dynamics in China using a gradient cellular automata model based on S-shaped curve evolution characteristics. Int. J. Geogr. Inf. Sci. 32 (1) (2018)
Yinghuai Huang, Xiaoping Liu, Xia Li, Yuchao Yan, Jinpei Ou
Comparing the Effects of Temporal Features Derived From Synthetic Time-Series NDVI on Fine Land Cover Classification. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. 11 (12) (2018)
Limin Jiao, Jiafeng Liu, Gang Xu, Ting Dong, Yanyan Gu, Boen Zhang, Yaolin Liu, Xiaoping Liu
Proximity Expansion Index: An improved approach to characterize evolution process of urban expansion. Comput. Environ. Urban Syst. 70 (2018)
Xun Liang, Xiaoping Liu, Dan Li, Hui Zhao, Guangzhao Chen
Urban growth simulation by incorporating planning policies into a CA-based future land-use simulation model. Int. J. Geogr. Inf. Sci. 32 (11) (2018)
Yimin Chen, Beibei Wang, Xiaoping Liu, Xia Li
Mapping the spatial disparities in urban health care services using taxi trajectories data. Trans. GIS 22 (2) (2018)
Qian Shi, Xiaoping Liu, Xia Li
Road Detection From Remote Sensing Images by Generative Adversarial Networks. IEEE Access 6 (2018)
Qian Shi, Xiaoping Liu, Xin Huang
An Active Relearning Framework for Remote Sensing Image Classification. IEEE Trans. Geosci. Remote. Sens. 56 (6) (2018)
Xinli Ke, Weiwei Zheng, Ting Zhou, Xiaoping Liu
A CA-based land system change model: LANDSCAPE. Int. J. Geogr. Inf. Sci. 31 (9) (2017)
Yao Yao, Xia Li, Xiaoping Liu, Penghua Liu, Zhaotang Liang, Jinbao Zhang, Ke Mai
Sensing spatial distribution of urban land use by integrating points-of-interest and Google Word2Vec model. Int. J. Geogr. Inf. Sci. 31 (4) (2017)
Xuecao Li, Hui Lu, Yuyu Zhou, Tengyun Hu, Lu Liang, Xiaoping Liu, Guohua Hu, Le Yu
Exploring the performance of spatio-temporal assimilation in an urban cellular automata model. Int. J. Geogr. Inf. Sci. 31 (11) (2017)
Yao Yao, Xiaoping Liu, Xia Li, Penghua Liu, Ye Hong, Yatao Zhang, Ke Mai
Simulating urban land-use changes at a large scale by integrating dynamic land parcel subdivision and vector-based cellular automata. Int. J. Geogr. Inf. Sci. 31 (12) (2017)
Weilin Liao, Xiaoping Liu, Dagang Wang, Yanling Sheng
The Impact of Energy Consumption on the Surface Urban Heat Island in China's 32 Major Cities. Remote. Sens. 9 (3) (2017)
Ning Niu, Xiaoping Liu, He Jin, Xinyue Ye, Yu Liu, Xia Li, Yimin Chen, Shaoying Li
Integrating multi-source big data to infer building functions. Int. J. Geogr. Inf. Sci. 31 (9) (2017)
Yimin Chen, Xiaoping Liu, Xia Li
Calibrating a Land Parcel Cellular Automaton (LP-CA) for urban growth simulation based on ensemble learning. Int. J. Geogr. Inf. Sci. 31 (12) (2017)
Xia Li, Yimin Chen, Xiaoping Liu, Xiaocong Xu, Guangliang Chen
Experiences and issues of using cellular automata for assisting urban and regional planning in China. Int. J. Geogr. Inf. Sci. 31 (8) (2017)
Yimin Chen, Xiaoping Liu, Xia Li
Analyzing Parcel-Level Relationships between Urban Land Expansion and Activity Changes by Integrating Landsat and Nighttime Light Data. Remote. Sens. 9 (2) (2017)
Xiaoping Liu, Jialv He, Yao Yao, Jinbao Zhang, Haolin Liang, Huan Wang, Ye Hong
Classifying urban land use by integrating remote sensing and social media data. Int. J. Geogr. Inf. Sci. 31 (8) (2017)
Yao Yao, Xiaoping Liu, Dachuan Zhang, Zhaotang Liang, Yatao Zhang
Simulation of Urban Expansion and Farmland Loss in China by Integrating Cellular Automata and Random Forest. CoRR (2017)
Yao Yao, Xiaoping Liu, Xia Li, Jinbao Zhang, Zhaotang Liang, Ke Mai, Yatao Zhang
Mapping fine-scale population distributions at the building level by integrating multisource geospatial big data. Int. J. Geogr. Inf. Sci. 31 (6) (2017)
Jinpei Ou, Xiaoping Liu, Xia Li, Xun Shi
Emissions at High Resolution by Integrating Nightlight, Population Density, and Traffic Network Data. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. 9 (4) (2016)
Yihan Zhang, Xia Li, Xiaoping Liu, Jigang Qiao
Self-modifying CA model using dual ensemble Kalman filter for simulating urban land-use changes. Int. J. Geogr. Inf. Sci. 29 (9) (2015)
Xuecao Li, Xiaoping Liu, Peng Gong
Integrating ensemble-urban cellular automata model with an uncertainty map to improve the performance of a single model. Int. J. Geogr. Inf. Sci. 29 (5) (2015)
Xiaoping Liu, Guohua Hu, Bin Ai, Xia Li, Qian Shi
A Normalized Urban Areas Composite Index (NUACI) Based on Combination of DMSP-OLS and MODIS for Mapping Impervious Surface Area. Remote. Sens. 7 (12) (2015)
Jiayong Liang, Xiaoping Liu, Kangning Huang, Xia Li, Dagang Wang, Xianwei Wang
Automatic Registration of Multisensor Images Using an Integrated Spatial and Mutual Information (SMI) Metric. IEEE Trans. Geosci. Remote. Sens. 52 (1) (2014)
Bin Ai, Xiaoping Liu, Guohua Hu, Xia Li
Improved Sub-Pixel Mapping Method Coupling Spatial Dependence With Directivity and Connectivity. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. 7 (12) (2014)
Yimin Chen, Xia Li, Xiaoping Liu, Bin Ai
Modeling urban land-use dynamics in a fast developing city using the modified logistic cellular automaton with a patch-based simulation strategy. Int. J. Geogr. Inf. Sci. 28 (2) (2014)
Xuecao Li, Xiaoping Liu, Le Yu
A systematic sensitivity analysis of constrained cellular automata model for urban growth simulation based on different transition rules. Int. J. Geogr. Inf. Sci. 28 (7) (2014)
Xiaoping Liu, Lei Ma, Xia Li, Bin Ai, Shaoying Li, Zhijian He
Simulating urban growth by integrating landscape expansion index (LEI) and cellular automata. Int. J. Geogr. Inf. Sci. 28 (1) (2014)
Xia Li, Jinyao Lin, Yimin Chen, Xiaoping Liu, Bin Ai
Calibrating cellular automata based on landscape metrics by using genetic algorithms. Int. J. Geogr. Inf. Sci. 27 (3) (2013)
Kangning Huang, Xiaoping Liu, Xia Li, Jiayong Liang, Shenjing He
An improved artificial immune system for seeking the Pareto front of land-use allocation problem in large areas. Int. J. Geogr. Inf. Sci. 27 (5) (2013)
Shaoying Li, Xia Li, Xiaoping Liu, Zhifeng Wu, Bin Ai, Fang Wang
Simulation of spatial population dynamics based on labor economics and multi-agent systems: a case study on a rapidly developing manufacturing metropolis. Int. J. Geogr. Inf. Sci. 27 (12) (2013)
Xia Li, Yilun Liu, Xiaoping Liu, Yimin Chen, Bin Ai
Knowledge transfer and adaptation for land-use simulation with a logistic cellular automaton. Int. J. Geogr. Inf. Sci. 27 (10) (2013)
Xia Li, Yihan Zhang, Xiaoping Liu, Yimin Chen
Assimilating process context information of cellular automata into change detection for monitoring land use changes. Int. J. Geogr. Inf. Sci. 26 (9) (2012)
Yimin Chen, Xia Li, Shujie Wang, Xiaoping Liu
Defining agents' behaviour based on urban economic theory to simulate complex urban residential dynamics. Int. J. Geogr. Inf. Sci. 26 (7) (2012)
Xiaoping Liu, Xia Li, Xun Shi, Kangning Huang, Yilun Liu
A multi-type ant colony optimization (MACO) method for optimal land use allocation in large areas. Int. J. Geogr. Inf. Sci. 26 (7) (2012)
Xiaoping Liu, Xia Li, Zhangzhi Tan, Yimin Chen
Zoning farmland protection under spatial constraints by integrating remote sensing, GIS and artificial immune systems. Int. J. Geogr. Inf. Sci. 25 (11) (2011)
Xia Li, Chunhua Lao, Xiaoping Liu, Yimin Chen
Coupling urban cellular automata with ant colony optimization for zoning protected natural areas under a changing landscape. Int. J. Geogr. Inf. Sci. 25 (4) (2011)
Xia Li, Yimin Chen, Xiaoping Liu, Dan Li, Jinqiang He
Concepts, methodologies, and tools of an integrated geographical simulation and optimization system. Int. J. Geogr. Inf. Sci. 25 (4) (2011)
Xia Li, Xiaohu Zhang, Anthony Gar-On Yeh, Xiaoping Liu
Parallel cellular automata for large-scale urban simulation using load-balancing techniques. Int. J. Geogr. Inf. Sci. 24 (6) (2010)
Yimin Chen, Xia Li, Xiaoping Liu, Yilun Liu
An agent-based model for optimal land allocation (AgentLA) with a contiguity constraint. Int. J. Geogr. Inf. Sci. 24 (8) (2010)
Xiaoping Liu, Xia Li, Xiaohu Zhang
Determining Class Proportions Within a Pixel Using a New Mixed-Label Analysis Method. IEEE Trans. Geosci. Remote. Sens. 48 (4-1) (2010)
Xiaoping Liu, Xia Li, Xun Shi, Xiaohu Zhang, Yimin Chen
Simulating land-use dynamics under planning policies by integrating artificial immune systems with cellular automata. Int. J. Geogr. Inf. Sci. 24 (5) (2010)
Xia Li, Jinqiang He, Xiaoping Liu
Ant intelligence for solving optimal path-covering problems with multi-objectives. Int. J. Geogr. Inf. Sci. 23 (7) (2009)
Xia Li, Jinqiang He, Xiaoping Liu
Intelligent GIS for solving high-dimensional site selection problems using ant colony optimization techniques. Int. J. Geogr. Inf. Sci. 23 (4) (2009)
Xiaoping Liu, Xia Li, Lin Liu, Jinqiang He, Bin Ai
An Innovative Method to Classify Remote-Sensing Images Using Ant Colony Optimization. IEEE Trans. Geosci. Remote. Sens. 46 (12) (2008)
Xia Li, Xiaoping Liu
Embedding sustainable development strategies in agent-based models for use as a planning tool. Int. J. Geogr. Inf. Sci. 22 (1) (2008)
Xiaoping Liu, Xia Li, Lin Liu, Jinqiang He, Bin Ai
A bottom-up approach to discover transition rules of cellular automata using ant intelligence. Int. J. Geogr. Inf. Sci. 22 (11&12) (2008)
Xiaoping Liu, Xia Li, Bing Ai, Shaokun Wu, Tao Liu
Kernel-Based Cellular Automata for Urban Simulation. ICNC (3) (2007)