Xiaoping Liu

Orcid: 0000-0003-4242-5392

Affiliations:
  • Sun Yat-sen University, School of Geography and Planning, Guangdong Provincial Key Laboratory of Urbanization and Geo-Simulation, Guangzhou, China (PhD 2008)


According to our database1, Xiaoping Liu authored at least 76 papers between 2007 and 2024.

Collaborative distances:
  • Dijkstra number2 of four.
  • Erdős number3 of four.

Timeline

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Bibliography

2024
A maps-to-maps approach for simulating urban land expansion based on convolutional long short-term memory neural networks.
Int. J. Geogr. Inf. Sci., March, 2024

CEDAnet: Individual Tree Segmentation in Dense Orchard via Context Enhancement and Density Prior.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2024

Multiscale Fusion CNN-Transformer Network for High-Resolution Remote Sensing Image Change Detection.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2024

2023
A novel approach towards continuous monitoring of forest change dynamics in fragmented landscapes using time series Landsat imagery.
Int. J. Appl. Earth Obs. Geoinformation, April, 2023

An Adaptive Stacking Regressor With a Self-Iterative Optimization Module for Improving Fractional Woody Cover Mapping.
IEEE Geosci. Remote. Sens. Lett., 2023

2022
Global Snow Depth Retrieval From Passive Microwave Brightness Temperature With Machine Learning Approach.
IEEE Trans. Geosci. Remote. Sens., 2022

A Deeply Supervised Attention Metric-Based Network and an Open Aerial Image Dataset for Remote Sensing Change Detection.
IEEE Trans. Geosci. Remote. Sens., 2022

Super-Resolution-Based Change Detection Network With Stacked Attention Module for Images With Different Resolutions.
IEEE Trans. Geosci. Remote. Sens., 2022

Tensor-CA: A high-performance cellular automata model for land use simulation based on vectorization and GPU.
Trans. GIS, 2022

Integrating a deep forest algorithm with vector-based cellular automata for urban land change simulation.
Trans. GIS, 2022

Spectral-Spatial Fusion Sub-Pixel Mapping Based on Deep Neural Network.
IEEE Geosci. Remote. Sens. Lett., 2022

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., 2022

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, 2022

2021
Deep Subpixel Mapping Based on Semantic Information Modulated Network for Urban Land Use Mapping.
IEEE Trans. Geosci. Remote. Sens., 2021

Mapping Multi-Temporal Population Distribution in China from 1985 to 2010 Using Landsat Images via Deep Learning.
Remote. Sens., 2021

Improving Global Forest Mapping by Semi-automatic Sample Labeling with Deep Learning on Google Earth Images.
CoRR, 2021

Rethinking the High Frequency Components in Deep Sub-Pixel Mapping Network.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2021

2020
Domain Adaption for Fine-Grained Urban Village Extraction From Satellite Images.
IEEE Geosci. Remote. Sens. Lett., 2020

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., 2020

2019
Geospatial Big Data: New Paradigm of Remote Sensing Applications.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2019

Building Footprint Extraction from High-Resolution Images via Spatial Residual Inception Convolutional Neural Network.
Remote. Sens., 2019

Regularised transfer learning for hyperspectral image classification.
IET Comput. Vis., 2019

The scale effects of the spatial autocorrelation measurement: aggregation level and spatial resolution.
Int. J. Geogr. Inf. Sci., 2019

Simulating urban growth boundaries using a patch-based cellular automaton with economic and ecological constraints.
Int. J. Geogr. Inf. Sci., 2019

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, 2019

2018
Proximity Expansion Index: An improved approach to characterize evolution process of urban expansion.
Comput. Environ. Urban Syst., 2018

An Active Relearning Framework for Remote Sensing Image Classification.
IEEE Trans. Geosci. Remote. Sens., 2018

Mapping the spatial disparities in urban health care services using taxi trajectories data.
Trans. GIS, 2018

An Ensemble of Classifiers Based on Positive and Unlabeled Data in One-Class Remote Sensing Classification.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2018

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., 2018

Characterizing mixed-use buildings based on multi-source big data.
Int. J. Geogr. Inf. Sci., 2018

Simulating urban dynamics in China using a gradient cellular automata model based on S-shaped curve evolution characteristics.
Int. J. Geogr. Inf. Sci., 2018

Urban growth simulation by incorporating planning policies into a CA-based future land-use simulation model.
Int. J. Geogr. Inf. Sci., 2018

Assimilating multi-source remotely sensed data into a light use efficiency model for net primary productivity estimation.
Int. J. Appl. Earth Obs. Geoinformation, 2018

Road Detection From Remote Sensing Images by Generative Adversarial Networks.
IEEE Access, 2018

2017
The Impact of Energy Consumption on the Surface Urban Heat Island in China's 32 Major Cities.
Remote. Sens., 2017

Analyzing Parcel-Level Relationships between Urban Land Expansion and Activity Changes by Integrating Landsat and Nighttime Light Data.
Remote. Sens., 2017

Mapping fine-scale population distributions at the building level by integrating multisource geospatial big data.
Int. J. Geogr. Inf. Sci., 2017

Sensing spatial distribution of urban land use by integrating points-of-interest and Google Word2Vec model.
Int. J. Geogr. Inf. Sci., 2017

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., 2017

Integrating multi-source big data to infer building functions.
Int. J. Geogr. Inf. Sci., 2017

Classifying urban land use by integrating remote sensing and social media data.
Int. J. Geogr. Inf. Sci., 2017

Exploring the performance of spatio-temporal assimilation in an urban cellular automata model.
Int. J. Geogr. Inf. Sci., 2017

Experiences and issues of using cellular automata for assisting urban and regional planning in China.
Int. J. Geogr. Inf. Sci., 2017

A CA-based land system change model: LANDSCAPE.
Int. J. Geogr. Inf. Sci., 2017

Calibrating a Land Parcel Cellular Automaton (LP-CA) for urban growth simulation based on ensemble learning.
Int. J. Geogr. Inf. Sci., 2017

Simulation of Urban Expansion and Farmland Loss in China by Integrating Cellular Automata and Random Forest.
CoRR, 2017

2016
Mapping Global Fossil Fuel Combustion CO<sub>2</sub> Emissions at High Resolution by Integrating Nightlight, Population Density, and Traffic Network Data.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2016

2015
A Normalized Urban Areas Composite Index (NUACI) Based on Combination of DMSP-OLS and MODIS for Mapping Impervious Surface Area.
Remote. Sens., 2015

Self-modifying CA model using dual ensemble Kalman filter for simulating urban land-use changes.
Int. J. Geogr. Inf. Sci., 2015

Integrating ensemble-urban cellular automata model with an uncertainty map to improve the performance of a single model.
Int. J. Geogr. Inf. Sci., 2015

2014
Automatic Registration of Multisensor Images Using an Integrated Spatial and Mutual Information (SMI) Metric.
IEEE Trans. Geosci. Remote. Sens., 2014

Improved Sub-Pixel Mapping Method Coupling Spatial Dependence With Directivity and Connectivity.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2014

Simulating urban growth by integrating landscape expansion index (LEI) and cellular automata.
Int. J. Geogr. Inf. Sci., 2014

A systematic sensitivity analysis of constrained cellular automata model for urban growth simulation based on different transition rules.
Int. J. Geogr. Inf. Sci., 2014

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., 2014

2013
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., 2013

Knowledge transfer and adaptation for land-use simulation with a logistic cellular automaton.
Int. J. Geogr. Inf. Sci., 2013

Calibrating cellular automata based on landscape metrics by using genetic algorithms.
Int. J. Geogr. Inf. Sci., 2013

An improved artificial immune system for seeking the Pareto front of land-use allocation problem in large areas.
Int. J. Geogr. Inf. Sci., 2013

2012
A multi-type ant colony optimization (MACO) method for optimal land use allocation in large areas.
Int. J. Geogr. Inf. Sci., 2012

Assimilating process context information of cellular automata into change detection for monitoring land use changes.
Int. J. Geogr. Inf. Sci., 2012

Defining agents' behaviour based on urban economic theory to simulate complex urban residential dynamics.
Int. J. Geogr. Inf. Sci., 2012

2011
Zoning farmland protection under spatial constraints by integrating remote sensing, GIS and artificial immune systems.
Int. J. Geogr. Inf. Sci., 2011

Coupling urban cellular automata with ant colony optimization for zoning protected natural areas under a changing landscape.
Int. J. Geogr. Inf. Sci., 2011

Concepts, methodologies, and tools of an integrated geographical simulation and optimization system.
Int. J. Geogr. Inf. Sci., 2011

2010
Determining Class Proportions Within a Pixel Using a New Mixed-Label Analysis Method.
IEEE Trans. Geosci. Remote. Sens., 2010

Simulating land-use dynamics under planning policies by integrating artificial immune systems with cellular automata.
Int. J. Geogr. Inf. Sci., 2010

Parallel cellular automata for large-scale urban simulation using load-balancing techniques.
Int. J. Geogr. Inf. Sci., 2010

An agent-based model for optimal land allocation (AgentLA) with a contiguity constraint.
Int. J. Geogr. Inf. Sci., 2010

2009
Ant intelligence for solving optimal path-covering problems with multi-objectives.
Int. J. Geogr. Inf. Sci., 2009

Intelligent GIS for solving high-dimensional site selection problems using ant colony optimization techniques.
Int. J. Geogr. Inf. Sci., 2009

2008
An Innovative Method to Classify Remote-Sensing Images Using Ant Colony Optimization.
IEEE Trans. Geosci. Remote. Sens., 2008

A bottom-up approach to discover transition rules of cellular automata using ant intelligence.
Int. J. Geogr. Inf. Sci., 2008

Embedding sustainable development strategies in agent-based models for use as a planning tool.
Int. J. Geogr. Inf. Sci., 2008

2007
Kernel-Based Cellular Automata for Urban Simulation.
Proceedings of the Third International Conference on Natural Computation, 2007


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