GIScience & Remote Sensing

Article	Citations
A large-scale change monitoring of wetlands using time series Landsat imagery on Google Earth Engine: a case study in Newfoundland	99
Google Earth Engine for large-scale land use and land cover mapping: an object-based classification approach using spectral, textural and topographical factors	75
A review of building detection from very high resolution optical remote sensing images	68
A comparative analysis of trajectory similarity measures	64
Generating annual high resolution land cover products for 28 metropolises in China based on a deep super-resolution mapping network using Landsat imagery	59
Improvement of Mangrove Soil Carbon Stocks Estimation in North Vietnam Using Sentinel-2 Data and Machine Learning Approach	58
Interpretation and sensitivity analysis of the InSAR line of sight displacements in landslide measurements	57
Urban tree species classification using UAV-based multi-sensor data fusion and machine learning	51
Use of Local Climate Zones to investigate surface urban heat islands in Texas	49
FROM-GLC Plus: toward near real-time and multi-resolution land cover mapping	48
Quantifying diurnal and seasonal variation of surface urban heat island intensity and its associated determinants across different climatic zones over Indian cities	47
A deep learning model using geostationary satellite data for forest fire detection with reduced detection latency	44
Factors affecting relative height and ground elevation estimations of GEDI among forest types across the conterminous USA	43
A stacking ensemble algorithm for improving the biases of forest aboveground biomass estimations from multiple remotely sensed datasets	43
RoadVecNet: a new approach for simultaneous road network segmentation and vectorization from aerial and google earth imagery in a complex urban set-up	39
A workflow based on Sentinel-1 SAR data and open-source algorithms for unsupervised burned area detection in Mediterranean ecosystems	38
Quantitatively distinguishing the impact of climate change and human activities on vegetation in mainland China with the improved residual method	37
Recent land deformation detected by Sentinel-1A InSAR data (2016–2020) over Hanoi, Vietnam, and the relationship with groundwater level change	36
Aboveground biomass mapping by integrating ICESat-2, SENTINEL-1, SENTINEL-2, ALOS2/PALSAR2, and topographic information in Mediterranean forests	35
Simulating mixed land-use change under multi-label concept by integrating a convolutional neural network and cellular automata: a case study of Huizhou, China	35
Offshore Island Connection Line: A new perspective of coastal urban development boundary simulation and multi-scenario prediction	35
Oil spill detection from Synthetic Aperture Radar Earth observations: a meta-analysis and comprehensive review	34
Improving wetland cover classification using artificial neural networks with ensemble techniques	33
Exploring the advantages of the maximum entropy model in calibrating cellular automata for urban growth simulation: a comparative study of four methods	32
A comparison of the integrated fuzzy object-based deep learning approach and three machine learning techniques for land use/cover change monitoring and environmental impacts assessment	32

Seasonal and diurnal surface urban heat islands in China: an investigation of driving factors with three-dimensional urban morphological parameters	32
A new type of dual-scale neighborhood based on vectorization for cellular automata models	32
Coastline extraction using remote sensing: a review	32
Improvement of SMAP sea surface salinity in river-dominated oceans using machine learning approaches	32
Effect of landscape pattern and spatial configuration of vegetation patches on urban warming and cooling in Harare metropolitan city, Zimbabwe	30
Improving remote sensing estimation of Secchi disk depth for global lakes and reservoirs using machine learning methods	29
Multiple agricultural cropland products of South Asia developed using Landsat-8 30 m and MODIS 250 m data using machine learning on the Google Earth Engine (GEE) cloud and spectral matching techniques	29
Automatic mapping of urban green spaces using a geospatial neural network	29
Microwave-based vegetation descriptors in the parameterization of water cloud model at L-band for soil moisture retrieval over croplands	28
For-backward LSTM-based missing data reconstruction for time-series Landsat images	28
Multi-sensor and multi-platform consistency and interoperability between UAV, Planet CubeSat, Sentinel-2, and Landsat reflectance data	27
The effects of urban land cover dynamics on urban heat Island intensity and temporal trends	27
Ecological quality assessment and monitoring using a time-series remote sensing-based ecological index (ts-RSEI)	27
Recent advances in the remote sensing of alpine snow: a review	26
Surface deformation extraction from small baseline subset synthetic aperture radar interferometry (SBAS-InSAR) using coherence-optimized baseline combinations	26
Spatio-temporal characterization of landscape fire in relation to anthropogenic activity and climatic variability over the Western Himalaya, India	26
Satellite-derived bathymetry using machine learning and optimal Sentinel-2 imagery in South-West Florida coastal waters	26
A deep learning approach for automatic mapping of poplar plantations using Sentinel-2 imagery	26
Integrating InSAR and deep-learning for modeling and predicting subsidence over the adjacent area of Lake Urmia, Iran	24
Assessing spatiotemporal variations and predicting changes in ecosystem service values in the Guangdong–Hong Kong–Macao Greater Bay Area	24
Deep Forest classifier for wetland mapping using the combination of Sentinel-1 and Sentinel-2 data	24
Tracking vegetation degradation and recovery in multiple mining areas in Beijing, China, based on time-series Landsat imagery	23
Drone-borne sensing of major and accessory pigments in algae using deep learning modeling	23
Tree species classification in a typical natural secondary forest using UAV-borne LiDAR and hyperspectral data	23
Predicting land cover changes using a CA Markov model under different shared socioeconomic pathways in Greece	23
Exploring the potential of multi-source unsupervised domain adaptation in crop mapping using Sentinel-2 images	23
Mapping and evaluating global urban entities (2000–2020): A novel perspective to delineate urban entities based on consistent nighttime light data	21
Eutrophication monitoring of lakes in Wuhan based on Sentinel-2 data	21
Mapping high-resolution forest aboveground biomass of China using multisource remote sensing data	21
Modeling dynamic land use changes in the eastern portion of the hexi corridor, China by cnn-gru hybrid model	21
Multi-spatiotemporal heterogeneous legacy effects of climate on terrestrial vegetation dynamics in China	20
Modeling of spatial stratified heterogeneity	20
Modeling the geographic spread and proliferation of invasive alien plants (IAPs) into new ecosystems using multi-source data and multiple predictive models in the Heuningnes catchment, South Africa	20
Comparison of high-resolution NAIP and unmanned aerial vehicle (UAV) imagery for natural vegetation communities classification using machine learning approaches	20
Solar park detection from publicly available satellite imagery	20
Aboveground biomass estimates over Brazilian savannas using hyperspectral metrics and machine learning models: experiences with Hyperion/EO-1	20
Mapping hourly population dynamics using remotely sensed and geospatial data: a case study in Beijing, China	20
MSNet: multispectral semantic segmentation network for remote sensing images	20
Early mapping of winter wheat in Henan province of China using time series of Sentinel-2 data	19
A systematic review on the use of remote sensing technologies in quantifying grasslands ecosystem services	19
Thematic accuracy assessment of the NLCD 2019 land cover for the conterminous United States	19
Spatiotemporal dynamics of vegetation net ecosystem productivity and its response to drought in Northwest China	19
Detection of paddy rice cropping systems in southern China with time series Landsat images and phenology-based algorithms	19
Mapping rice area and yield in northeastern asia by incorporating a crop model with dense vegetation index profiles from a geostationary satellite	18
Classification of polarimetric SAR images using compact convolutional neural networks	18
Multi-scale three-dimensional detection of urban buildings using aerial LiDAR data	18
A hybrid integrated deep learning model for predicting various air pollutants	18
Object-based change detection for vegetation disturbance and recovery using Landsat time series	17
Exploring the effects of partitioned transition rules upon urban growth simulation in a megacity region: a comparative study of cellular automata-based models in the Greater Wuhan Area	17
Use of local climate zones to assess the spatiotemporal variations of urban vegetation phenology in Austin, Texas, USA	17

Urban building extraction from high-resolution remote sensing imagery based on multi-scale recurrent conditional generative adversarial network	17
Spatial disparities in trade-offs: economic and environmental impacts of road infrastructure on continental level	17
Simulation of urban land expansion in China at 30 m resolution through 2050 under shared socioeconomic pathways	16
Estimation of cyanobacteria pigments in the main rivers of South Korea using spatial attention convolutional neural network with hyperspectral imagery	16
Three-dimensional deformation monitoring and simulations for the preventive conservation of architectural heritage: a case study of the Angkor Wat Temple, Cambodia	16
Wetland mapping with multi-temporal sentinel-1 & -2 imagery (2017 – 2020) and LiDAR data in the grassland natural region of alberta	16
Gap-filling MODIS daily aerosol optical depth products by developing a spatiotemporal fitting algorithm	16
Pre-trained feature aggregated deep learning-based monitoring of overshooting tops using multi-spectral channels of GeoKompsat-2A advanced meteorological imagery	16
Customizable process design for collaborative geographic analysis	16
An evaluation of PlanetScope images for 3D reconstruction and change detection – experimental validations with case studies	15
Assessment of plant species distribution and diversity along a climatic gradient from Mediterranean woodlands to semi-arid shrublands	15
Upscaling aboveground biomass of larch (Larix olgensis Henry) plantations from field to satellite measurements: a comparison of individual tree-based and area-based approaches	15
How does the ambient environment respond to the industrial heat island effects? An innovative and comprehensive methodological paradigm for quantifying the varied cooling effects of different landscap	15
Inter-calibration of DMSP-OLS and SNPP-VIIRS-DNB annual nighttime light composites using machine learning	15
Spatially continuous mapping of hourly ground ozone levels assisted by Himawari-8 short wave radiation products	15
Comparison of spectral indices extracted from Sentinel-2 images to map plastic covered greenhouses through an object-based approach	14
Assessing Combinations of Landsat, Sentinel-2 and Sentinel-1 Time series for Detecting Bark Beetle Infestations	14
Leveraging uncertainty estimation and spatial pyramid pooling for extracting hydrological features from scanned historical topographic maps	14
Detection of grassland mowing frequency using time series of vegetation indices from Sentinel-2 imagery	14
Investigating different versions of PROSPECT and PROSAIL for estimating spectral and biophysical properties of photosynthetic and non-photosynthetic vegetation in mixed grasslands	14
Impacts of the world’s largest afforestation program (Three-North Afforestation Program) on desertification control in sandy land of China	14
Activity-based process construction for participatory geo-analysis	14
Mapping rapeseed in China during 2017-2021 using Sentinel data: an automated approach integrating rule-based sample generation and a one-class classifier (RSG-OC)	14
Model-driven estimation of closed and open shrublands live fuel moisture content	14
A framework for fine classification of urban wetlands based on random forest and knowledge rules: taking the wetland cities of Haikou and Yinchuan as examples	13
Retrieval of daily sea ice thickness from AMSR2 passive microwave data using ensemble convolutional neural networks	13
Strengthening of surface urban heat island effect driven primarily by urban size under rapid urbanization: national evidence from China	13
Remote sensing of sea surface salinity: challenges and research directions	13
Regional-scale burned area mapping in Mediterranean regions based on the multitemporal composite integration of Sentinel-1 and Sentinel-2 data	13
Land deformation and sinkhole occurrence in response to the fluctuations of groundwater storage: an integrated assessment of GRACE gravity measurements, ICESat/ICESat-2 altimetry data, and hydrologic	13
Mapping fallow fields using Sentinel-1 and Sentinel-2 archives over farming-pastoral ecotone of Northern China with Google Earth Engine	13
Developing remote sensing methods for monitoring water quality of alpine rivers on the Tibetan Plateau	13
Snow detection in alpine regions with Convolutional Neural Networks: discriminating snow from cold clouds and water body	12
Classification of ground deformation using sentinel-1 persistent scatterer interferometry time series	12
Downscaling MODIS spectral bands using deep learning	12
Phenology-pigment based automated peanut mapping using sentinel-2 images	12
Regionalization of precipitation associated with tropical cyclones using spatial metrics and satellite precipitation	12
Using high-resolution imagery and deep learning to classify land-use following deforestation: a case study in Ethiopia	12
Improving the accuracy of extant gridded population maps using multisource map fusion	12
Precipitation nowcasting using ground radar data and simpler yet better video prediction deep learning	12
Quantitative multi-factor characterization of eco-environmental vulnerability in the Mount Elgon ecosystem	12
Critical role of temporal contexts in evaluating urban cellular automata models	12
Is the protected area coverage still relevant in protecting the Southern Ground-hornbill (Bucorvus leadbeateri) biological niche in Zimbabwe? Perspectives from ecological predictions	11
The impact of voxel size, forest type, and understory cover on visibility estimation in forests using terrestrial laser scanning	11
Precipitation structure during various phases the life cycle of precipitating cloud systems using geostationary satellite and space-based precipitation radar over Peru	11
Global crop calendars of maize and wheat in the framework of the WorldCereal project	11
Aerosol data assimilation and forecast using Geostationary Ocean Color Imager aerosol optical depth and in-situ observations during the KORUS-AQ observing period	11
An on-demand scheme driven by the knowledge of geospatial distribution for large-scale high-resolution impervious surface mapping	11
In situ hyperspectral characteristics and the discriminative ability of remote sensing to coral species in the South China Sea	11
Decadal assessment of agricultural drought in the context of land use land cover change using MODIS multivariate spectral index time-series data	11
Estimation of root-zone soil moisture using crop water stress index (CWSI) in agricultural fields	10
Iterative spatial leave-one-out cross-validation and gap-filling based data augmentation for supervised learning applications in marine remote sensing	10
A new strategy for improving the accuracy of forest aboveground biomass estimates in an alpine region based on multi-source remote sensing	10
Mathematical vector framework for gravity-specific land surface curvatures calculation from triangulated irregular networks	10
Towards accurate individual tree parameters estimation in dense forest: optimized coarse-to-fine algorithms for registering UAV and terrestrial LiDAR data	10
Iterative self-organizing SCEne-LEvel sampling (ISOSCELES) for large-scale building extraction	10
AFSNet: attention-guided full-scale feature aggregation network for high-resolution remote sensing image change detection	10
Retrieval and validation of vertical LAI profile derived from airborne and spaceborne LiDAR data at a deciduous needleleaf forest site	10
Estimation of the total dry aboveground biomass in the tropical forests of Congo Basin using optical, LiDAR, and radar data	10
A novel machine learning approach to analyzing geospatial vessel patterns using AIS data	10
A comparative analysis of modeling approaches and canopy height-based data sources for mapping forest growing stock volume in a northern subtropical ecosystem of China	10
An improved Forel–Ule index method for trophic state assessments of inland waters using Landsat 8 and sentinel archives	9
Can time-series Sentinel images be used to properly identify wetland plant communities?	9
MSFTrans: a multi-task frequency-spatial learning transformer for building extraction from high spatial resolution remote sensing images	9
A physical-based two-source evapotranspiration model with Monin–Obukhov similarity theory	9
High-spatial resolution UAV multispectral data complementing satellite imagery to characterize a chinstrap penguin colony ecosystem on deception island (Antarctica)	9
Spatiotemporal patterns of planted forests on the Loess Plateau between 1986 and 2021 based on Landsat NDVI time-series analysis	9
Decreasing trend of kuroshio intrusion and its effect on the chlorophyll-a concentration in the Luzon Strait, South China Sea	9
A robust and adaptive spatial-spectral fusion model for PlanetScope and Sentinel-2 imagery	9
Quantifying understory vegetation density using multi-temporal Sentinel-2 and GEDI LiDAR data	9
Mapping invasive alien plant species with very high spatial resolution and multi-date satellite imagery using object-based and machine learning techniques: A comparative study	8
A forest type-specific threshold method for improving forest disturbance and agent attribution mapping	8
Soil moisture retrieval over agricultural fields through integration of synthetic aperture radar and optical images	8
Characterization of spatio-temporal patterns of grassland utilization intensity in the Selinco watershed of the Qinghai-Tibetan Plateau from 2001 to 2019 based on multisource remote sensing and artifi	8
Detailed wetland-type classification using Landsat-8 time-series images: a pixel- and object-based algorithm with knowledge (POK)	8
Cell-level coupling of a mechanistic model to cellular automata for improving land simulation	8
Global Assessment of Cumulative and Time-Lag Effects of Drought on Land Surface Phenology	8
Trends analysis of rangeland condition monitoring assessment and projection (RCMAP) fractional component time series (1985–2020)	8
Revealing the time lag between slope stability and reservoir water fluctuation from InSAR observations and wavelet tools— a case study in Maoergai Reservoir (China)	8
A snow cover mapping algorithm based on a multitemporal dataset for GK-2A imagery	8

Multi-year mapping of flood autumn irrigation extent and timing in harvested croplands of arid irrigation district	8
Satellite flood detection integrating hydrogeomorphic and spectral indices	8
Assessing the impact of bridge construction on the land use/cover and socio-economic indicator time series: A case study of Hangzhou Bay Bridge	8
Mapping landslides through a temporal lens: an insight toward multi-temporal landslide mapping using the u-net deep learning model	8
Fractional monitoring of desert vegetation degradation, recovery, and greening using optimized multi-endmembers spectral mixture analysis in a dryland basin of Northwest China	8
Spatiotemporal patterns of remotely sensed phenology and their response to climate change and topography in subtropical bamboo forests during 2001-2017: a case study in Zhejiang Province, China	7
Deep learning-based super-resolution for harmful algal bloom monitoring of inland water	7
Estimating evapotranspiration based on the satellite-retrieved near-infrared reflectance of vegetation (NIRv) over croplands	7
Near real-time mapping of burned area by synergizing multiple satellites remote-sensing data	7
Maximum height of mountain forests abruptly decreases above an elevation breakpoint	7
The use of multisource spatial data for determining the proliferation of stingless bees in Kenya	7
A deep learning framework to map riverbed sand mining budgets in large tropical deltas	7
Automated classification of A-DInSAR-based ground deformation by using random forest	7
Development of earth observational diagnostic drought prediction model for regional error calibration: A case study on agricultural drought in Kyrgyzstan	7
Detecting peatland vegetation patterns with multi-temporal field spectroscopy	7
A deep relearning method based on the recurrent neural network for land cover classification	7
Phenology-based cropland retirement remote sensing model: a case study in Yan’an, Loess Plateau, China	7
Interpreting the uncertainty of model-based and design-based estimation in downscaling estimates from NFI data: a case-study in Extremadura (Spain)	7
Consistent, accurate, high resolution, long time-series mapping of built-up land in the North China Plain	7
The impact of indicator selection on assessment of global greening	7
Can Gross Primary Productivity Products be effectively evaluated in regions with few observation data?	7
A novel big data mining framework for reconstructing large-scale daily MAIAC AOD data across China from 2000 to 2020	7
Water extraction from optical high-resolution remote sensing imagery: a multi-scale feature extraction network with contrastive learning	6
Recent trends in the timing of the growing season in New Zealand’s natural and semi-natural grasslands	6
Comprehensive analysis of GEO-KOMPSAT-2A and FengYun satellite-based precipitation estimates across Northeast Asia	6
Virtual image-based cloud removal for Landsat images	6
Spatiotemporal inhomogeneity of total column NO2 in a polluted urban area inferred from TROPOMI and Pandora intercomparisons	6
The synergistic use of microwave coarse-scale measurements and two adopted high-resolution indices driven from long-term T-V scatter plot for fine-scale soil moisture estimation	6
Land cover change detection in the Aralkum with multi-source satellite datasets	6
Mapping the tidal marshes of coastal Virginia: a hierarchical transfer learning approach	6
Superpixel-based time-series reconstruction for optical images incorporating SAR data using autoencoder networks	6
Mapping stone walls in Northeastern USA using deep learning and LiDAR data	6
Remote sensing of terrestrial gross primary productivity: a review of advances in theoretical foundation, key parameters and methods	6
Evaluating the potential of burn severity mapping and transferability of Copernicus EMS data using Sentinel-2 imagery and machine learning approaches	6
Korean fog probability retrieval using remote sensing combined with machine-learning	5
High-resolution satellite video single object tracking based on thicksiam framework	5
Reconstruction of a large-scale realistic three-dimensional (3-D) mountain forest scene for radiative transfer simulations	5
Integrating satellite-based passive microwave and optically sensed observations to evaluating the spatio-temporal dynamics of vegetation health in the red soil regions of southern China	5
National-scale mapping of building footprints using feature super-resolution semantic segmentation of Sentinel-2 images	5
Improved forest cover mapping by harmonizing multiple land cover products over China	5
Intra-annual land cover mapping and dynamics analysis with dense satellite image time series: a spatiotemporal cube based spatiotemporal contextual method	5
High spatio-temporal monitoring of century-old biochar effects on evapotranspiration through the ETLook model: a case study with UAV and satellite image fusion based on additive wavelet transform (AWT	5
The essence of acquisition time of airborne hyperspectral and on-ground reference data for classification of highly invasive annual vine Echinocystis lobata (Michx.) Tor	5
Comparing tree structures derived among airborne, terrestrial and mobile LiDAR systems in urban parks	5
Agricultural drought dynamics in China during 1982–2020: a depiction with satellite remotely sensed soil moisture	5
AutoML for estimating grass height from ETM+/OLI data from field measurements at a nature reserve	5
Enhancing the predictive performance of remote sensing for ecological variables of tidal flats using encoded features from a deep learning model	5
Assessment of intersection conflicts between riders and pedestrians using a GIS-based framework and portable LiDAR	5
Tracking transient boreal wetland inundation with Sentinel-1 SAR: Peace-Athabasca Delta, Alberta and Yukon Flats, Alaska	5
Strength-weighted flow cluster method considering spatiotemporal contiguity to reveal interregional association patterns	5
A multivariate hierarchical regionalization method to discovering spatiotemporal patterns	5
Regression-based surface water fraction mapping using a synthetic spectral library for monitoring small water bodies	5
A novel alpine land cover classification strategy based on a deep convolutional neural network and multi-source remote sensing data in Google Earth Engine	5
Mapping Australia’s precipitation: harnessing the synergies of multi-satellite remote sensing and gauge network data	5
Changes in carbon stock in the Xing’an permafrost regions in Northeast China from the late 1980s to 2020	5
Collaborative multiple change detection methods for monitoring the spatio-temporal dynamics of mangroves in Beibu Gulf, China	5
Regional mass variations and its sensitivity to climate drivers over glaciers of Karakoram and Himalayas	5