Advances of Local Climate Zone Mapping and Its Practice Using Object-Based Image Analysis

Land consumption in cities: A comparative study across the globe

(2021) Jingliang Hu et al.   CITIES

Transferable instance segmentation of dwellings in a refugee camp - integrating CNN and OBIA

(2020) Omid Ghorbanzadeh et al.   European Journal of Remote Sensing

Local climate zone mapping as remote sensing scene classification using deep learning: A case study of metropolitan China

(2020) Shengjie Liu et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

So2Sat LCZ42: A Benchmark Data Set for the Classification of Global Local Climate Zones [Software and Data Sets]

(2020) Xiao Xiang Zhu et al.   IEEE Geoscience and Remote Sensing Magazine

Understanding the seasonal variations of land surface temperature in Nanjing urban area based on local climate zone

(2020) Peijun Du et al.   Urban Climate

Mapping horizontal and vertical urban densification in Denmark with Landsat time-series from 1985 to 2018: A semantic segmentation solution

(2020) Tzu-Hsin Karen Chen et al.   REMOTE SENSING OF ENVIRONMENT

Semantic Segmentation of Sentinel-2 Imagery for Mapping Irrigation Center Pivots

(2020) Lukas Graf et al.   Remote Sensing

Multitask Learning for Human Settlement Extent Regression and Local Climate Zone Classification

(2020) Chunping Qiu et al.   IEEE Geoscience and Remote Sensing Letters

40-Year (1978–2017) human settlement changes in China reflected by impervious surfaces from satellite remote sensing

(2019) Peng Gong et al.   Science Bulletin

Inter-/intra-zonal seasonal variability of the surface urban heat island based on local climate zones in three central European cities

(2019) Jan Geletič et al.   BUILDING AND ENVIRONMENT

Deep learning in remote sensing applications: A meta-analysis and review

(2019) Lei Ma et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Mapping Europe into local climate zones

(2019) Matthias Demuzere et al.   PLoS One

Urban Landscape Change Analysis Using Local Climate Zones and Object-Based Classification in the Salt Lake Metro Region, Utah, USA

(2019) Jed Collins et al.   Remote Sensing

Local climate zone-based urban land cover classification from multi-seasonal Sentinel-2 images with a recurrent residual network

(2019) Chunping Qiu et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Fusion of Heterogeneous Earth Observation Data for the Classification of Local Climate Zones

(2019) Guichen Zhang et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Comparison between convolutional neural networks and random forest for local climate zone classification in mega urban areas using Landsat images

(2019) Cheolhee Yoo et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Towards large-scale mapping of local climate zones using multitemporal Sentinel 2 data and convolutional neural networks

(2019) Johannes Rosentreter et al.   REMOTE SENSING OF ENVIRONMENT

Assessment of Local Climate Zone Classification Maps of Cities in China and Feasible Refinements

(2019) Chao Ren et al.   Scientific Reports

Multisource Domain Adaptation for Remote Sensing Using Deep Neural Networks

(2019) Ahmed Elshamli et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Understanding Land Surface Temperature Differences of Local Climate Zones Based on Airborne Remote Sensing Data

(2018) Carlos Bartesaghi Koc et al.   IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing

Open Data for Global Multimodal Land Use Classification: Outcome of the 2017 IEEE GRSS Data Fusion Contest

(2018) Naoto Yokoya et al.   IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing

Using convolutional neural network to identify irregular segmentation objects from very high-resolution remote sensing imagery

(2018) Tengyu Fu et al.   Journal of Applied Remote Sensing

High-resolution multi-temporal mapping of global urban land using Landsat images based on the Google Earth Engine Platform

(2018) Xiaoping Liu et al.   REMOTE SENSING OF ENVIRONMENT

Feature Extraction and Selection of Sentinel-1 Dual-Pol Data for Global-Scale Local Climate Zone Classification

(2018) Jingliang Hu et al.   ISPRS International Journal of Geo-Information

Feature Importance Analysis for Local Climate Zone Classification Using a Residual Convolutional Neural Network with Multi-Source Datasets

(2018) Chunping Qiu et al.   Remote Sensing

Buildings Detection in VHR SAR Images Using Fully Convolution Neural Networks

(2018) Muhammad Shahzad et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Classification of Local Climate Zones Using ASTER and Landsat Data for High-Density Cities

(2017) Yong Xu et al.   IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing

Influence of neighbourhood information on ‘Local Climate Zone’ mapping in heterogeneous cities

(2017) Marie-Leen Verdonck et al.   International Journal of Applied Earth Observation and Geoinformation

A review of supervised object-based land-cover image classification

(2017) Lei Ma et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Impact of Urban Climate Landscape Patterns on Land Surface Temperature in Wuhan, China

(2017) Yasha Wang et al.   Sustainability

Classification of Local Climate Zones Using SAR and Multispectral Data in an Arid Environment

(2016) Benjamin Bechtel et al.   IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing

Contributing to WUDAPT: A Local Climate Zone Classification of Two Cities in Ukraine

(2016) Olha Danylo et al.   IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing

Dynamics and controls of urban heat sink and island phenomena in a desert city: Development of a local climate zone scheme using remotely-sensed inputs

(2016) Ahmed K. Nassar et al.   International Journal of Applied Earth Observation and Geoinformation

A systematic comparison of different object-based classification techniques using high spatial resolution imagery in agricultural environments

(2016) Manchun Li et al.   International Journal of Applied Earth Observation and Geoinformation

Simulating the impact of urban development pathways on the local climate: A scenario-based analysis in the greater Dublin region, Ireland

(2016) P.J. Alexander et al.   LANDSCAPE AND URBAN PLANNING

Land Surface Temperature Differences within Local Climate Zones, Based on Two Central European Cities

(2016) Jan Geletič et al.   Remote Sensing

Training set size, scale, and features in Geographic Object-Based Image Analysis of very high resolution unmanned aerial vehicle imagery

(2015) Lei Ma et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Mapping Local Climate Zones for a Worldwide Database of the Form and Function of Cities

(2015) Benjamin Bechtel et al.   ISPRS International Journal of Geo-Information

Evaluation of the ‘local climate zone’ scheme using temperature observations and model simulations

(2013) Iain D. Stewart et al.   INTERNATIONAL JOURNAL OF CLIMATOLOGY

Geographic Object-Based Image Analysis – Towards a new paradigm

(2013) Thomas Blaschke et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Disaggregation of remotely sensed land surface temperature: Literature survey, taxonomy, issues, and caveats

(2013) Wenfeng Zhan et al.   REMOTE SENSING OF ENVIRONMENT

Local Climate Zones for Urban Temperature Studies

(2012) I. D. Stewart et al.   BULLETIN OF THE AMERICAN METEOROLOGICAL SOCIETY

Classification of Local Climate Zones Based on Multiple Earth Observation Data

(2012) Benjamin Bechtel et al.   IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing

An assessment of the effectiveness of a random forest classifier for land-cover classification

(2011) V.F. Rodriguez-Galiano et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Remote sensing of impervious surfaces in the urban areas: Requirements, methods, and trends

(2011) Qihao Weng   REMOTE SENSING OF ENVIRONMENT