GIScience & Remote Sensing

Papers
(The median citation count of GIScience & Remote Sensing is 5. The table below lists those papers that are above that threshold based on CrossRef citation counts [max. 250 papers]. The publications cover those that have been published in the past four years, i.e., from 2020-01-01 to 2024-01-01.)
ArticleCitations
An optimal parameters-based geographical detector model enhances geographic characteristics of explanatory variables for spatial heterogeneity analysis: cases with different types of spatial data278
Deep learning-based water quality estimation and anomaly detection using Landsat-8/Sentinel-2 virtual constellation and cloud computing95
Comparative performance of convolutional neural network, weighted and conventional support vector machine and random forest for classifying tree species using hyperspectral and photogrammetric data78
A large-scale change monitoring of wetlands using time series Landsat imagery on Google Earth Engine: a case study in Newfoundland77
Application of machine learning techniques in groundwater potential mapping along the west coast of India55
Google Earth Engine for large-scale land use and land cover mapping: an object-based classification approach using spectral, textural and topographical factors47
Large-scale urban functional zone mapping by integrating remote sensing images and open social data45
Use of Local Climate Zones to investigate surface urban heat islands in Texas43
A comparative analysis of trajectory similarity measures41
Improvement of Mangrove Soil Carbon Stocks Estimation in North Vietnam Using Sentinel-2 Data and Machine Learning Approach40
Modeling the spatial variation of urban land surface temperature in relation to environmental and anthropogenic factors: a case study of Tehran, Iran38
Improvement of spatial interpolation accuracy of daily maximum air temperature in urban areas using a stacking ensemble technique37
Interpretation and sensitivity analysis of the InSAR line of sight displacements in landslide measurements33
Generating annual high resolution land cover products for 28 metropolises in China based on a deep super-resolution mapping network using Landsat imagery33
Air pollution hazard assessment using decision tree algorithms and bivariate probability cluster polar function: evaluating inter-correlation clusters of PM10 and other air pollutants32
Quantifying diurnal and seasonal variation of surface urban heat island intensity and its associated determinants across different climatic zones over Indian cities32
Quantitatively distinguishing the impact of climate change and human activities on vegetation in mainland China with the improved residual method31
Multi-source spatial data-based invasion risk modeling of Striga (Striga asiatica) in Zimbabwe30
A review of building detection from very high resolution optical remote sensing images29
Recent land deformation detected by Sentinel-1A InSAR data (2016–2020) over Hanoi, Vietnam, and the relationship with groundwater level change29
Urban tree species classification using UAV-based multi-sensor data fusion and machine learning28
Driving forces of grassland vegetation changes in Chen Barag Banner, Inner Mongolia27
RoadVecNet: a new approach for simultaneous road network segmentation and vectorization from aerial and google earth imagery in a complex urban set-up27
Improving wetland cover classification using artificial neural networks with ensemble techniques26
A workflow based on Sentinel-1 SAR data and open-source algorithms for unsupervised burned area detection in Mediterranean ecosystems25
Oil spill detection from Synthetic Aperture Radar Earth observations: a meta-analysis and comprehensive review25
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 assessment24
FROM-GLC Plus: toward near real-time and multi-resolution land cover mapping24
Influence of forest fire episodes on the distribution of gaseous air pollutants over Uttarakhand, India24
A stacking ensemble algorithm for improving the biases of forest aboveground biomass estimations from multiple remotely sensed datasets23
Offshore Island Connection Line: A new perspective of coastal urban development boundary simulation and multi-scenario prediction23
Predicting soil organic carbon stocks under commercial forest plantations in KwaZulu-Natal province, South Africa using remotely sensed data22
Mapping 3D visibility in an urban street environment from mobile LiDAR point clouds22
Multi-scale remote sensing to support insurance policies in agriculture: from mid-term to instantaneous deductions22
Spatiotemporal mixed effects modeling for the estimation of PM2.5from MODIS AOD over the Indian subcontinent22
Local-scale agricultural drought monitoring with satellite-based multi-sensor time-series22
Microwave-based vegetation descriptors in the parameterization of water cloud model at L-band for soil moisture retrieval over croplands21
The effects of urban land cover dynamics on urban heat Island intensity and temporal trends21
Seasonal and diurnal surface urban heat islands in China: an investigation of driving factors with three-dimensional urban morphological parameters21
Factors affecting relative height and ground elevation estimations of GEDI among forest types across the conterminous USA21
Improvement of SMAP sea surface salinity in river-dominated oceans using machine learning approaches21
A new type of dual-scale neighborhood based on vectorization for cellular automata models21
Atmospheric pollution assessment near potential source of natural aerosols in the South Gobi Desert region, China20
Spatio-temporal characterization of landscape fire in relation to anthropogenic activity and climatic variability over the Western Himalaya, India20
How does co-registration affect geomorphic change estimates in multi-temporal surveys?20
Effect of landscape pattern and spatial configuration of vegetation patches on urban warming and cooling in Harare metropolitan city, Zimbabwe20
Simulating mixed land-use change under multi-label concept by integrating a convolutional neural network and cellular automata: a case study of Huizhou, China19
Deep Forest classifier for wetland mapping using the combination of Sentinel-1 and Sentinel-2 data19
Exploring the advantages of the maximum entropy model in calibrating cellular automata for urban growth simulation: a comparative study of four methods19
Peatland leaf-area index and biomass estimation with ultra-high resolution remote sensing19
Automatic mapping of urban green spaces using a geospatial neural network19
Integrating InSAR and deep-learning for modeling and predicting subsidence over the adjacent area of Lake Urmia, Iran18
Assessing spatiotemporal variations and predicting changes in ecosystem service values in the Guangdong–Hong Kong–Macao Greater Bay Area18
A deep learning model using geostationary satellite data for forest fire detection with reduced detection latency18
A deep learning approach for automatic mapping of poplar plantations using Sentinel-2 imagery18
Predicting land cover changes using a CA Markov model under different shared socioeconomic pathways in Greece17
Surface deformation extraction from small baseline subset synthetic aperture radar interferometry (SBAS-InSAR) using coherence-optimized baseline combinations17
For-backward LSTM-based missing data reconstruction for time-series Landsat images17
Satellite-derived bathymetry using machine learning and optimal Sentinel-2 imagery in South-West Florida coastal waters16
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 Area16
Forest structural diversity characterization in Mediterranean landscapes affected by fires using Airborne Laser Scanning data16
Multi-sensor and multi-platform consistency and interoperability between UAV, Planet CubeSat, Sentinel-2, and Landsat reflectance data16
Solar park detection from publicly available satellite imagery16
Classification of polarimetric SAR images using compact convolutional neural networks15
Tracking vegetation degradation and recovery in multiple mining areas in Beijing, China, based on time-series Landsat imagery15
Dynamics of savanna clearing and land degradation in the newest agricultural frontier in Brazil15
Recent advances in the remote sensing of alpine snow: a review15
Eutrophication monitoring of lakes in Wuhan based on Sentinel-2 data14
Aboveground biomass mapping by integrating ICESat-2, SENTINEL-1, SENTINEL-2, ALOS2/PALSAR2, and topographic information in Mediterranean forests14
Inter-calibration of DMSP-OLS and SNPP-VIIRS-DNB annual nighttime light composites using machine learning14
Three-dimensional deformation monitoring and simulations for the preventive conservation of architectural heritage: a case study of the Angkor Wat Temple, Cambodia14
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 Africa14
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 techniques14
Drone-borne sensing of major and accessory pigments in algae using deep learning modeling14
Wetland mapping with multi-temporal sentinel-1 & -2 imagery (2017 – 2020) and LiDAR data in the grassland natural region of alberta14
Mapping rice area and yield in northeastern asia by incorporating a crop model with dense vegetation index profiles from a geostationary satellite13
Temporal and spatial relationships between soil erosion and ecological restoration in semi-arid regions: a case study in northern Shaanxi, China13
Mapping spatiotemporal variability of the urban heat island across an urban gradient in Worcester, Massachusetts using in-situ Thermochrons and Landsat-8 Thermal Infrared Sensor (TIRS) data13
Detection of seismic façade damages with multi-temporal oblique aerial imagery13
Investigating the impact of the temporal resolution of MODIS data on measured phenology in the prairie grasslands13
Use of local climate zones to assess the spatiotemporal variations of urban vegetation phenology in Austin, Texas, USA13
A cellular automata approach of urban sprawl simulation with Bayesian spatially-varying transformation rules13
Evaluation of machine learning models for rice dry biomass estimation and mapping using quad-source optical imagery13
Earth observations and geographic information science for sustainable development goals13
Ecological quality assessment and monitoring using a time-series remote sensing-based ecological index (ts-RSEI)13
Gap-filling MODIS daily aerosol optical depth products by developing a spatiotemporal fitting algorithm12
Detection of paddy rice cropping systems in southern China with time series Landsat images and phenology-based algorithms12
On the accuracy of low-cost dual-frequency GNSS network receivers and reference data12
Spatial disparities in trade-offs: economic and environmental impacts of road infrastructure on continental level12
Optimal MODIS data processing for accurate multi-year paddy rice area mapping in China12
Modeling dynamic land use changes in the eastern portion of the hexi corridor, China by cnn-gru hybrid model12
Analyzing multi-year rice-fallow dynamics in Odisha using multi-temporal Landsat-8 OLI and Sentinel-1 Data12
Assessment of plant species distribution and diversity along a climatic gradient from Mediterranean woodlands to semi-arid shrublands12
Multi-spatiotemporal heterogeneous legacy effects of climate on terrestrial vegetation dynamics in China12
Mapping impervious surface distribution in China using multi-source remotely sensed data12
Pre-trained feature aggregated deep learning-based monitoring of overshooting tops using multi-spectral channels of GeoKompsat-2A advanced meteorological imagery12
Urban building extraction from high-resolution remote sensing imagery based on multi-scale recurrent conditional generative adversarial network11
Biome-level relationships between vegetation indices and climate variables using time-series analysis of remotely-sensed data11
Improving remote sensing estimation of Secchi disk depth for global lakes and reservoirs using machine learning methods11
Cropland data fusion and correction using spatial analysis techniques and the Google Earth Engine11
Investigating different versions of PROSPECT and PROSAIL for estimating spectral and biophysical properties of photosynthetic and non-photosynthetic vegetation in mixed grasslands11
Aboveground biomass estimates over Brazilian savannas using hyperspectral metrics and machine learning models: experiences with Hyperion/EO-111
Multi-scale three-dimensional detection of urban buildings using aerial LiDAR data11
Detection of grassland mowing frequency using time series of vegetation indices from Sentinel-2 imagery10
Activity-based process construction for participatory geo-analysis10
Quantitative multi-factor characterization of eco-environmental vulnerability in the Mount Elgon ecosystem10
Mapping hourly population dynamics using remotely sensed and geospatial data: a case study in Beijing, China10
Upscaling aboveground biomass of larch (Larix olgensis Henry) plantations from field to satellite measurements: a comparison of individual tree-based and area-based approaches10
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 landscap10
Object-based change detection for vegetation disturbance and recovery using Landsat time series10
Aerosol data assimilation and forecast using Geostationary Ocean Color Imager aerosol optical depth and in-situ observations during the KORUS-AQ observing period10
MSNet: multispectral semantic segmentation network for remote sensing images10
An on-demand scheme driven by the knowledge of geospatial distribution for large-scale high-resolution impervious surface mapping10
Mapping and evaluating global urban entities (2000–2020): A novel perspective to delineate urban entities based on consistent nighttime light data10
Modeling of spatial stratified heterogeneity10
Leveraging uncertainty estimation and spatial pyramid pooling for extracting hydrological features from scanned historical topographic maps10
Comparison of spectral indices extracted from Sentinel-2 images to map plastic covered greenhouses through an object-based approach9
Exploring the potential of multi-source unsupervised domain adaptation in crop mapping using Sentinel-2 images9
Critical role of temporal contexts in evaluating urban cellular automata models9
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 9
A physical-based two-source evapotranspiration model with Monin–Obukhov similarity theory9
A systematic review on the use of remote sensing technologies in quantifying grasslands ecosystem services9
A hybrid integrated deep learning model for predicting various air pollutants9
Early mapping of winter wheat in Henan province of China using time series of Sentinel-2 data9
Mapping fallow fields using Sentinel-1 and Sentinel-2 archives over farming-pastoral ecotone of Northern China with Google Earth Engine9
Classification of ground deformation using sentinel-1 persistent scatterer interferometry time series9
Estimation of cyanobacteria pigments in the main rivers of South Korea using spatial attention convolutional neural network with hyperspectral imagery9
Analyzing short term spatial and temporal dynamics of water presence at a basin-scale in Mexico using SAR data8
Mapping multiple tree species classes using a hierarchical procedure with optimized node variables and thresholds based on high spatial resolution satellite data8
Is the protected area coverage still relevant in protecting the Southern Ground-hornbill (Bucorvus leadbeateri) biological niche in Zimbabwe? Perspectives from ecological predictions8
Estimation of root-zone soil moisture using crop water stress index (CWSI) in agricultural fields8
Downscaling MODIS spectral bands using deep learning8
Coastline extraction using remote sensing: a review8
Regionalization of precipitation associated with tropical cyclones using spatial metrics and satellite precipitation8
Spatiotemporal snow cover characterization and its linkage with climate change over the Chenab river basin, western Himalayas8
Improving the accuracy of extant gridded population maps using multisource map fusion8
Precipitation structure during various phases the life cycle of precipitating cloud systems using geostationary satellite and space-based precipitation radar over Peru8
Comparison of high-resolution NAIP and unmanned aerial vehicle (UAV) imagery for natural vegetation communities classification using machine learning approaches8
Estimation of the total dry aboveground biomass in the tropical forests of Congo Basin using optical, LiDAR, and radar data7
Spatially continuous mapping of hourly ground ozone levels assisted by Himawari-8 short wave radiation products7
Regional-scale burned area mapping in Mediterranean regions based on the multitemporal composite integration of Sentinel-1 and Sentinel-2 data7
Customizable process design for collaborative geographic analysis7
A framework for fine classification of urban wetlands based on random forest and knowledge rules: taking the wetland cities of Haikou and Yinchuan as examples7
The impact of voxel size, forest type, and understory cover on visibility estimation in forests using terrestrial laser scanning7
Evaluation and enhancement of unmanned aircraft system photogrammetric data quality for coastal wetlands7
An evaluation of PlanetScope images for 3D reconstruction and change detection – experimental validations with case studies7
Simulation of urban land expansion in China at 30 m resolution through 2050 under shared socioeconomic pathways7
Iterative self-organizing SCEne-LEvel sampling (ISOSCELES) for large-scale building extraction7
Retrieval of daily sea ice thickness from AMSR2 passive microwave data using ensemble convolutional neural networks7
Mathematical vector framework for gravity-specific land surface curvatures calculation from triangulated irregular networks7
Interpreting the uncertainty of model-based and design-based estimation in downscaling estimates from NFI data: a case-study in Extremadura (Spain)6
Recent trends in the timing of the growing season in New Zealand’s natural and semi-natural grasslands6
Using high-resolution imagery and deep learning to classify land-use following deforestation: a case study in Ethiopia6
Decadal assessment of agricultural drought in the context of land use land cover change using MODIS multivariate spectral index time-series data6
A comparative analysis of modeling approaches and canopy height-based data sources for mapping forest growing stock volume in a northern subtropical ecosystem of China6
Tree species classification in a typical natural secondary forest using UAV-borne LiDAR and hyperspectral data6
Assessing the impact of bridge construction on the land use/cover and socio-economic indicator time series: A case study of Hangzhou Bay Bridge6
Mapping landslides through a temporal lens: an insight toward multi-temporal landslide mapping using the u-net deep learning model6
Fractional monitoring of desert vegetation degradation, recovery, and greening using optimized multi-endmembers spectral mixture analysis in a dryland basin of Northwest China6
Model-driven estimation of closed and open shrublands live fuel moisture content6
A novel big data mining framework for reconstructing large-scale daily MAIAC AOD data across China from 2000 to 20206
An improved Forel–Ule index method for trophic state assessments of inland waters using Landsat 8 and sentinel archives6
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 estimation6
A novel machine learning approach to analyzing geospatial vessel patterns using AIS data6
Spatiotemporal dynamics of vegetation net ecosystem productivity and its response to drought in Northwest China6
Maximum height of mountain forests abruptly decreases above an elevation breakpoint6
Phenology-pigment based automated peanut mapping using sentinel-2 images6
Decreasing trend of kuroshio intrusion and its effect on the chlorophyll-a concentration in the Luzon Strait, South China Sea5
Can time-series Sentinel images be used to properly identify wetland plant communities?5
Land cover change detection in the Aralkum with multi-source satellite datasets5
In situ hyperspectral characteristics and the discriminative ability of remote sensing to coral species in the South China Sea5
Spatiotemporal patterns of planted forests on the Loess Plateau between 1986 and 2021 based on Landsat NDVI time-series analysis5
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 artifi5
Analyzing ice dynamics using Sentinel-1 data at the Solheimajoküll Glacier, Iceland5
Thematic accuracy assessment of the NLCD 2019 land cover for the conterminous United States5
A snow cover mapping algorithm based on a multitemporal dataset for GK-2A imagery5
Iterative spatial leave-one-out cross-validation and gap-filling based data augmentation for supervised learning applications in marine remote sensing5
The impact of indicator selection on assessment of global greening5
A robust and adaptive spatial-spectral fusion model for PlanetScope and Sentinel-2 imagery5
The use of multisource spatial data for determining the proliferation of stingless bees in Kenya5
High-spatial resolution UAV multispectral data complementing satellite imagery to characterize a chinstrap penguin colony ecosystem on deception island (Antarctica)5
Consistent, accurate, high resolution, long time-series mapping of built-up land in the North China Plain5
Surface roughness signatures of summer arctic snow-covered sea ice in X-band dual-polarimetric SAR5
Strengthening of surface urban heat island effect driven primarily by urban size under rapid urbanization: national evidence from China5
Estimating evapotranspiration based on the satellite-retrieved near-infrared reflectance of vegetation (NIRv) over croplands5
Developing remote sensing methods for monitoring water quality of alpine rivers on the Tibetan Plateau5
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