Mapping of Urban Vegetation with High-Resolution Remote Sensing: A Review

Characterizing and classifying urban tree species using bi-monthly terrestrial hyperspectral images in Hong Kong

(2021) Sawaid Abbas et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Urban Vegetation Mapping from Aerial Imagery Using Explainable AI (XAI)

(2021) Abolfazl Abdollahi et al.   SENSORS

Deep learning-based tree species mapping in a highly diverse tropical urban setting

(2021) Gabriela Barbosa Martins et al.   URBAN FORESTRY & URBAN GREENING

Individual Tree Canopy Parameters Estimation Using UAV-Based Photogrammetric and LiDAR Point Clouds in an Urban Park

(2021) Ebadat Ghanbari Parmehr et al.   Remote Sensing

Collaborative learning of lightweight convolutional neural network and deep clustering for hyperspectral image semi-supervised classification with limited training samples

(2020) Bei Fang et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Applying Fully Convolutional Architectures for Semantic Segmentation of a Single Tree Species in Urban Environment on High Resolution UAV Optical Imagery

(2020) Daliana Lobo Torres et al.   SENSORS

Tree height mapping and crown delineation using LiDAR, large format aerial photographs, and unmanned aerial vehicle photogrammetry in subtropical urban forest

(2020) Ivan H. Y. Kwong et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

Urban Vegetation Types are Not Perceived Equally in Providing Ecosystem Services and Disservices

(2020) Zuzana Drillet et al.   Sustainability

Mapping Functional Urban Green Types Using High Resolution Remote Sensing Data

(2020) Jeroen Degerickx et al.   Sustainability

Improved Classification of Urban Trees Using a Widespread Multi-Temporal Aerial Image Dataset

(2020) Daniel S. W. Katz et al.   Remote Sensing

Pan-GAN: An unsupervised pan-sharpening method for remote sensing image fusion

(2020) Jiayi Ma et al.   Information Fusion

Discriminating tree species at different taxonomic levels using multi-temporal WorldView-3 imagery in Washington D.C., USA

(2020) Fang Fang et al.   REMOTE SENSING OF ENVIRONMENT

Remote sensing of urban green spaces: A review

(2020) Amir Reza Shahtahmassebi et al.   URBAN FORESTRY & URBAN GREENING

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

(2020) Zhiyu Xu et al.   Remote Sensing

Unsupervised Land Cover Classification of Hybrid and Dual-Polarized Images Using Deep Convolutional Neural Network

(2020) Ankita Chatterjee et al.   IEEE Geoscience and Remote Sensing Letters

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

(2019) Sean Hartling et al.   SENSORS

Urban trees, air quality, and asthma: An interdisciplinary review

(2019) Theodore S. Eisenman et al.   LANDSCAPE AND URBAN PLANNING

Can Field Crews Telecommute? Varied Data Quality from Citizen Science Tree Inventories Conducted Using Street-Level Imagery

(2019) Adam Berland et al.   Forests

Rapid Urban Roadside Tree Inventory Using a Mobile Laser Scanning System

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

Urban hedges: A review of plant species and cultivars for ecosystem service delivery in north-west Europe

(2019) Tijana Blanusa et al.   URBAN FORESTRY & URBAN GREENING

Machine Learning Methods for Classification of the Green Infrastructure in City Areas

(2019) Nikola Kranjčić et al.   ISPRS International Journal of Geo-Information

Assessing the potential of multi-seasonal high resolution Pléiades satellite imagery for mapping urban tree species

(2018) Ruiliang Pu 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

From Google Maps to a fine-grained catalog of street trees

(2018) Steve Branson et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Mapping vegetation functional types in urban areas with WorldView-2 imagery: Integrating object-based classification with phenology

(2018) Jingli Yan et al.   URBAN FORESTRY & URBAN GREENING

Urban vegetation extraction from VHR (tri-)stereo imagery – a comparative study in two central European cities

(2018) Gyula Kothencz et al.   European Journal of Remote Sensing

A Combined Approach to Classifying Land Surface Cover of Urban Domestic Gardens Using Citizen Science Data and High Resolution Image Analysis

(2018) Fraser Baker et al.   Remote Sensing

Evaluation of Close-Range Photogrammetry Image Collection Methods for Estimating Tree Diameters

(2018) Martin Mokroš et al.   ISPRS International Journal of Geo-Information

Mapping Individual Tree Species and Vitality along Urban Road Corridors with LiDAR and Imaging Sensors: Point Density versus View Perspective

(2018) Jianwei Wu et al.   Remote Sensing

Mapping and classifying green infrastructure typologies for climate-related studies based on remote sensing data

(2018) Carlos Bartesaghi-Koc et al.   URBAN FORESTRY & URBAN GREENING

A Review: Individual Tree Species Classification Using Integrated Airborne LiDAR and Optical Imagery with a Focus on the Urban Environment

(2018) Kepu Wang et al.   Forests

Ultra-Light Aircraft-Based Hyperspectral and Colour-Infrared Imaging to Identify Deciduous Tree Species in an Urban Environment

(2018) Gintautas Mozgeris et al.   Remote Sensing

Front and back yard green analysis with subpixel vegetation fractions from earth observation data in a city

(2018) Dagmar Haase et al.   LANDSCAPE AND URBAN PLANNING

Urban vegetation loss and ecosystem services: The influence on climate regulation and noise and air pollution

(2018) Roberta Mendonça De Carvalho et al.   ENVIRONMENTAL POLLUTION

Semantic Classification of Urban Trees Using Very High Resolution Satellite Imagery

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

Mapping vegetation and land cover in a large urban area using a multiple classifier system

(2017) Di Shi et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

Green streets − Quantifying and mapping urban trees with street-level imagery and computer vision

(2017) Ian Seiferling et al.   LANDSCAPE AND URBAN PLANNING

Defining greenspace: Multiple uses across multiple disciplines

(2017) Lucy Taylor et al.   LANDSCAPE AND URBAN PLANNING

High spatial resolution spectral unmixing for mapping ash species across a complex urban environment

(2017) Jennifer Pontius et al.   REMOTE SENSING OF ENVIRONMENT

Mapping urban tree species using integrated airborne hyperspectral and LiDAR remote sensing data

(2017) Luxia Liu et al.   REMOTE SENSING OF ENVIRONMENT

Google Street View shows promise for virtual street tree surveys

(2017) Adam Berland et al.   URBAN FORESTRY & URBAN GREENING

“Kill Two Birds with One Stone”: Urban Tree Species Classification Using Bi-Temporal Pléiades Images to Study Nesting Preferences of an Invasive Bird

(2017) Marine Le Louarn et al.   Remote Sensing

SVM-based soft classification of urban tree species using very high-spatial resolution remote-sensing imagery

(2016) Jianhua Zhou et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

Review of studies on tree species classification from remotely sensed data

(2016) Fabian Ewald Fassnacht et al.   REMOTE SENSING OF ENVIRONMENT

Object-Based Tree Species Classification in Urban Ecosystems Using LiDAR and Hyperspectral Data

(2016) Zhongya Zhang et al.   Forests

Invasive Shrub Mapping in an Urban Environment from Hyperspectral and LiDAR-Derived Attributes

(2016) Curtis M. Chance et al.   Frontiers in Plant Science

Role of street trees in mitigating effects of heat and drought at highly sealed urban sites

(2015) Sten Gillner et al.   LANDSCAPE AND URBAN PLANNING

Detection of gradients of forest composition in an urban area using imaging spectroscopy

(2015) Huan Gu et al.   REMOTE SENSING OF ENVIRONMENT

Deep learning-based tree classification using mobile LiDAR data

(2015) Haiyan Guan et al.   Remote Sensing Letters

Object-Based Urban Tree Species Classification Using Bi-Temporal WorldView-2 and WorldView-3 Images

(2015) Dan Li et al.   Remote Sensing

UAV Remote Sensing for Urban Vegetation Mapping Using Random Forest and Texture Analysis

(2015) Quanlong Feng et al.   Remote Sensing

Urban vegetation structure types as a methodological approach for identifying ecosystem services – Application to the analysis of micro-climatic effects

(2014) Iris Lehmann et al.   ECOLOGICAL INDICATORS

A Two-Phase Classification of Urban Vegetation Using Airborne LiDAR Data and Aerial Photography

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

From land cover-graphs to urban structure types

(2014) Irene Walde et al.   INTERNATIONAL JOURNAL OF GEOGRAPHICAL INFORMATION SCIENCE

Urban tree species mapping using hyperspectral and lidar data fusion

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

Classification of tree species based on structural features derived from high density LiDAR data

(2013) Jili Li et al.   AGRICULTURAL AND FOREST METEOROLOGY

Shadow detection in very high spatial resolution aerial images: A comparative study

(2013) K.R.M. Adeline et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Mapping Individual Tree Species in an Urban Forest Using Airborne Lidar Data and Hyperspectral Imagery

(2013) Caiyun Zhang et al.   PHOTOGRAMMETRIC ENGINEERING AND REMOTE SENSING

Active Learning: Any Value for Classification of Remotely Sensed Data?

(2013) Melba M. Crawford et al.   PROCEEDINGS OF THE IEEE

An ecological study investigating the association between access to urban green space and mental health

(2013) D. Nutsford et al.   PUBLIC HEALTH

Mapping vegetation in an urban area with stratified classification and multiple endmember spectral mixture analysis

(2013) Ting Liu et al.   REMOTE SENSING OF ENVIRONMENT

Urban vegetation classification: Benefits of multitemporal RapidEye satellite data

(2013) Jan Tigges et al.   REMOTE SENSING OF ENVIRONMENT

Urban Grassland Restoration: A Neglected Opportunity for Biodiversity Conservation

(2013) Valentin H. Klaus   RESTORATION ECOLOGY

Identifying Santa Barbara's urban tree species from AVIRIS imagery using canonical discriminant analysis

(2013) Mike Alonzo et al.   Remote Sensing Letters

Local Climate Zones for Urban Temperature Studies

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

Identification of understory invasive exotic plants with remote sensing in urban forests

(2012) Michael Shouse et al.   International Journal of Applied Earth Observation and Geoinformation

Object-based urban vegetation mapping with high-resolution aerial photography as a single data source

(2012) Xiaoxiao Li et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

A comparative analysis of high spatial resolution IKONOS and WorldView-2 imagery for mapping urban tree species

(2012) Ruiliang Pu et al.   REMOTE SENSING OF ENVIRONMENT

Plant species differences in particulate matter accumulation on leaf surfaces

(2012) A. Sæbø et al.   SCIENCE OF THE TOTAL ENVIRONMENT

The domestic garden – Its contribution to urban green infrastructure

(2012) Ross W.F. Cameron et al.   URBAN FORESTRY & URBAN GREENING

A systematic quantitative review of urban tree benefits, costs, and assessment methods across cities in different climatic zones

(2012) Sudipto Roy et al.   URBAN FORESTRY & URBAN GREENING

Classification of urban tree species using hyperspectral imagery

(2012) Ryan R. Jensen et al.   Geocarto International

Individual Urban Tree Species Classification Using Very High Spatial Resolution Airborne Multi-Spectral Imagery Using Longitudinal Profiles

(2012) Kongwen Zhang et al.   Remote Sensing

Ecosystem properties, potentials and services – The EPPS conceptual framework and an urban application example

(2011) Olaf Bastian et al.   ECOLOGICAL INDICATORS

Positive effects of vegetation: Urban heat island and green roofs

(2011) T. Susca et al.   ENVIRONMENTAL POLLUTION

Urban forests and pollution mitigation: Analyzing ecosystem services and disservices

(2011) Francisco J. Escobedo et al.   ENVIRONMENTAL POLLUTION

Object-based urban detailed land cover classification with high spatial resolution IKONOS imagery

(2011) Ruiliang Pu et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

Leaf-out phenology of temperate woody plants: from trees to ecosystems

(2011) Caroline A. Polgar et al.   NEW PHYTOLOGIST

Classifying individual tree genera using stepwise cluster analysis based on height and intensity metrics derived from airborne laser scanner data

(2011) Sooyoung Kim et al.   REMOTE SENSING OF ENVIRONMENT

Tree Classification with Fused Mobile Laser Scanning and Hyperspectral Data

(2011) Eetu Puttonen et al.   SENSORS

Linking vegetation type and condition to ecosystem goods and services

(2010) Graham Yapp et al.   Ecological Complexity

Object-oriented method for urban vegetation mapping using IKONOS imagery

(2010) Xiuying Zhang et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

Urban ecological systems: Scientific foundations and a decade of progress

(2010) S.T.A. Pickett et al.   JOURNAL OF ENVIRONMENTAL MANAGEMENT

Mapping tree species in temperate deciduous woodland using time-series multi-spectral data

(2009) R. A. Hill et al.   APPLIED VEGETATION SCIENCE

Classification and quantification of green in the expanding urban and semi-urban complex: Application of detailed field data and IKONOS-imagery

(2009) An Van Delm et al.   ECOLOGICAL INDICATORS

The influence of urban structures on impervious surface maps from airborne hyperspectral data

(2009) S. van der Linden et al.   REMOTE SENSING OF ENVIRONMENT

Individual Tree Species Classification by Illuminated—Shaded Area Separation

(2009) Eetu Puttonen et al.   Remote Sensing

Detection, Characterization, and Modeling Vegetation in Urban Areas From High-Resolution Aerial Imagery

(2008) Corina Iovan et al.   IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing

Extracting urban vegetation characteristics using spectral mixture analysis and decision tree classifications

(2008) Thoreau Rory Tooke et al.   REMOTE SENSING OF ENVIRONMENT

Seasonal Effect on Tree Species Classification in an Urban Environment Using Hyperspectral Data, LiDAR, and an Object- Oriented Approach

(2008) Matthew Voss et al.   SENSORS