Automatic mapping of urban green spaces using a geospatial neural network

Large-scale urban functional zone mapping by integrating remote sensing images and open social data

(2020) Shouji Du et al.   GIScience & Remote Sensing

Impacts of regional transport and boundary layer structure on the PM2.5 pollution in Wuhan, Central China

(2020) Zhisheng Xiao et al.   ATMOSPHERIC ENVIRONMENT

Influence of pavements on the urban heat island phenomenon: A scientific evolution analysis

(2020) Manuel Carpio et al.   ENERGY AND BUILDINGS

Contribution of land use to the interannual variability of the land carbon cycle

(2020) Chao Yue et al.   Nature Communications

Investigating the Patterns and Dynamics of Urban Green Space in China’s 70 Major Cities Using Satellite Remote Sensing

(2020) Wenhui Kuang et al.   Remote Sensing

Defining and spatially modelling cultural ecosystem services using crowdsourced data

(2020) Ilan Havinga et al.   Ecosystem Services

The impacts of urbanization and climate change on urban vegetation dynamics in China

(2020) Delong Li et al.   URBAN FORESTRY & URBAN GREENING

Automatic Extraction and Filtering of OpenStreetMap Data to Generate Training Datasets for Land Use Land Cover Classification

(2020) Cidália C. Fonte et al.   Remote Sensing

Transfer of environmental microbes to the skin and respiratory tract of humans after urban green space exposure

(2020) Caitlin A. Selway et al.   ENVIRONMENT INTERNATIONAL

Urban green space, tree canopy and 11-year risk of dementia in a cohort of 109,688 Australians

(2020) Thomas Astell-Burt et al.   ENVIRONMENT INTERNATIONAL

Unmixing-based Sentinel-2 downscaling for urban land cover mapping

(2020) Fei Xu et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

A Novel Intelligent Classification Method for Urban Green Space Based on High-Resolution Remote Sensing Images

(2020) Zhiyu Xu et al.   Remote Sensing

Fusing High-Spatial-Resolution Remotely Sensed Imagery and OpenStreetMap Data for Land Cover Classification Over Urban Areas

(2019) Nianxue Luo et al.   Remote Sensing

Support Vector Machine Accuracy Assessment for Extracting Green Urban Areas in Towns

(2019) Nikola Kranjčić et al.   Remote Sensing

Urban Tree Species Classification Using a WorldView-2/3 and LiDAR Data Fusion Approach and Deep Learning

(2019) Sean Hartling et al.   SENSORS

Deep learning and process understanding for data-driven Earth system science

(2019) Markus Reichstein et al.   NATURE

Exploring semantic elements for urban scene recognition: Deep integration of high-resolution imagery and OpenStreetMap (OSM)

(2019) Wenzhi Zhao et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Human domination of the global water cycle absent from depictions and perceptions

(2019) Benjamin W. Abbott et al.   Nature Geoscience

Densely Based Multi-Scale and Multi-Modal Fully Convolutional Networks for High-Resolution Remote-Sensing Image Semantic Segmentation

(2019) Cheng Peng et al.   IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing

Mining the displacement of max-pooling for text recognition

(2019) Yuchen Zheng et al.   PATTERN RECOGNITION

Annual large-scale urban land mapping based on Landsat time series in Google Earth Engine and OpenStreetMap data: A case study in the middle Yangtze River basin

(2019) Dandan Liu et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Individual and combined impacts of future land-use and climate conditions on extreme hydrological events in a representative basin of the Yangtze River Delta, China

(2019) Qiang Wang et al.   ATMOSPHERIC RESEARCH

DeepLab: Semantic Image Segmentation with Deep Convolutional Nets, Atrous Convolution, and Fully Connected CRFs

(2018) Liang-Chieh Chen et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

Combination of Landsat and Sentinel-2 MSI data for initial assessing of burn severity

(2018) C. Quintano et al.   International Journal of Applied Earth Observation and Geoinformation

Urban green space classification and water consumption analysis with remote-sensing technology: a case study in Beijing, China

(2018) Suchuang Di et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

Urban land-use mapping using a deep convolutional neural network with high spatial resolution multispectral remote sensing imagery

(2018) Bo Huang et al.   REMOTE SENSING OF ENVIRONMENT

An object-based convolutional neural network (OCNN) for urban land use classification

(2018) Ce Zhang et al.   REMOTE SENSING OF ENVIRONMENT

Spatio-temporal fusion for daily Sentinel-2 images

(2018) Qunming Wang et al.   REMOTE SENSING OF ENVIRONMENT

Spatial regression models of park and land-use impacts on the urban heat island in central Beijing

(2018) Zhaoxin Dai et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Extraction of Urban Water Bodies from High-Resolution Remote-Sensing Imagery Using Deep Learning

(2018) Yang Chen et al.   Water

Multilevel Cloud Detection for High-Resolution Remote Sensing Imagery Using Multiple Convolutional Neural Networks

(2018) Yang Chen et al.   ISPRS International Journal of Geo-Information

Salient Object Detection via Multi-Scale Attention CNN

(2018) Yuzhu Ji et al.   NEUROCOMPUTING

Hybrid pooling for enhancement of generalization ability in deep convolutional neural networks

(2018) Zhiqiang Tong et al.   NEUROCOMPUTING

Classification of High-Resolution Remote-Sensing Image Using OpenStreetMap Information

(2017) Taili Wan et al.   IEEE Geoscience and Remote Sensing Letters

Tree Classification in Complex Forest Point Clouds Based on Deep Learning

(2017) Xinhuai Zou et al.   IEEE Geoscience and Remote Sensing Letters

Learning Pooling for Convolutional Neural Network

(2017) Manli Sun et al.   NEUROCOMPUTING

Remote Sensing Image Classification Based on Stacked Denoising Autoencoder

(2017) Peng Liang et al.   Remote Sensing

Sensing spatial distribution of urban land use by integrating points-of-interest and Google Word2Vec model

(2016) Yao Yao et al.   INTERNATIONAL JOURNAL OF GEOGRAPHICAL INFORMATION SCIENCE

Comparison of performance of object-based image analysis techniques available in open source software (Spring and Orfeo Toolbox/Monteverdi) considering very high spatial resolution data

(2016) Ana C. Teodoro et al.   Journal of Applied Remote Sensing

Adaptive spatial pooling for image classification

(2016) Yinglu Liu et al.   PATTERN RECOGNITION

Spatial Pyramid Pooling in Deep Convolutional Networks for Visual Recognition

(2015) Kaiming He et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

Segmentation quality evaluation using region-based precision and recall measures for remote sensing images

(2015) Xueliang Zhang et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Deep learning

(2015) Yann LeCun et al.   NATURE

Deep Learning-Based Classification of Hyperspectral Data

(2014) Yushi Chen et al.   IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing

Cultivated land information extraction from high-resolution unmanned aerial vehicle imagery data

(2014) Lei Ma et al.   Journal of Applied Remote Sensing

Object-based land cover mapping and comprehensive feature calculation for an automated derivation of urban structure types at block level

(2014) Michael Voltersen et al.   REMOTE SENSING OF ENVIRONMENT

Death to Kappa: birth of quantity disagreement and allocation disagreement for accuracy assessment

(2011) Robert Gilmore Pontius et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

OpenStreetMap: User-Generated Street Maps

(2008) M. Haklay et al.   IEEE PERVASIVE COMPUTING