GIScience & Remote Sensing

Article	Citations
The use of multisource spatial data for determining the proliferation of stingless bees in Kenya	113
Regression-based surface water fraction mapping using a synthetic spectral library for monitoring small water bodies	91
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	85
Trade-offs among productive-living-ecological lands for facilitating low-carbon and efficient cities: evidences in 30 major Chinese cities from 2015 to 2020	77
Forest carbon sink in North China increased in recent two decades, but decreased in extreme drought years	73
The hidden economic costs of air pollution in China: evidence from remotely sensed nighttime light data	72
Mapping the tidal marshes of coastal Virginia: a hierarchical transfer learning approach	67
Trends, turning points, and driving forces of desertification in global arid land based on the segmental trend method and SHAP model	63
Subtidal seagrass and blue carbon mapping at the regional scale: a cloud-native multi-temporal Earth Observation approach	63
A new strategy for improving the accuracy of forest aboveground biomass estimates in an alpine region based on multi-source remote sensing	62
AFSNet: attention-guided full-scale feature aggregation network for high-resolution remote sensing image change detection	60
Land cover change detection in the Aralkum with multi-source satellite datasets	59
Evaluating the contribution of Sentinel-2 view and illumination geometry to the accuracy of retrieving essential crop parameters	58
Embedded physical constraints in machine learning to enhance vegetation phenology prediction	56
Global de-trending significantly improves the accuracy of XGBoost-based county-level maize and soybean yield prediction in the Midwestern United States	52
MSFTrans: a multi-task frequency-spatial learning transformer for building extraction from high spatial resolution remote sensing images	51
Remote sensing of terrestrial gross primary productivity: a review of advances in theoretical foundation, key parameters and methods	48
Urban building extraction from high-resolution remote sensing imagery based on multi-scale recurrent conditional generative adversarial network	48
Monitoring active fires in Borneo from Sentinel-2 MSI images	47
Development of earth observational diagnostic drought prediction model for regional error calibration: A case study on agricultural drought in Kyrgyzstan	47
The use of maximum entropy and ecological niche factor analysis to decrease uncertainties in samples for urban gain models	47
Application of deep learning in cloud cover prediction using geostationary satellite images	46
An improved optical trapezoid model to identify wetlands and irrigation water ponds in the arid irrigation district using Google Earth Engine	45
Error budget analysis of geocoding and geometric correction for KOMPSAT-5 SAR imagery	45
Ship detection and classification based on cascaded detection of hull and wake from optical satellite remote sensing imagery	45

Spatiotemporal analysis of tropical vegetation ecosystems and their responses to multifaceted droughts in Mainland Southeast Asia using satellite-based time series	42
Leaf area index and aboveground biomass estimation of an alpine peatland with a UAV multi-sensor approach	41
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	40
Cross-comparison of Landsat-8 and Landsat-9 data: a three-level approach based on underfly images	39
MSNet: multispectral semantic segmentation network for remote sensing images	39
Dual generative adversarial networks for merging ocean transparency from satellite observations	38
Contribution of topographic features and categorization uncertainty for a tree species classification in the boreal biome of Northern Ontario	37
Strength-weighted flow cluster method considering spatiotemporal contiguity to reveal interregional association patterns	37
Spatial disparity of urban performance from a scaling perspective: a study of industrial features associated with economy, infrastructure, and innovation	36
An optimal multivariate-stratification geographical detector model for revealing the impact of multi-factor combinations on the dependent variable	35
An improved change detection method for high-resolution soil moisture mapping in permafrost regions	34
A review of building detection from very high resolution optical remote sensing images	33
Impacts of the world’s largest afforestation program (Three-North Afforestation Program) on desertification control in sandy land of China	32
In situ hyperspectral characteristics and the discriminative ability of remote sensing to coral species in the South China Sea	32
Satellite A-DInSAR pattern recognition for seismic vulnerability mapping at city scale: insights from the L’Aquila (Italy) case study	31
Tree regrowth duration map from LCMAP collection 1.0 land cover products in the conterminous United States, 1985–2017	31
Decadal analysis of sea surface temperature patterns, climatology, and anomalies in temperate coastal waters with Landsat-8 TIRS observations	31
Iterative spatial leave-one-out cross-validation and gap-filling based data augmentation for supervised learning applications in marine remote sensing	30
Spatio-temporal variability of surface temperatures in High Arctic periglacial environment using UAV thermal imagery and in-situ measurements	29
Spatiotemporal wave propagation of the shale oil and gas development in the Marcellus Shale in the past one century and a half	29
Dynamic variations in thermal regime and surface deformation along the drainage channel for an expanding lake on the Tibetan Plateau	28
Mapping the first global long time series wetland multitype sample dataset via the Google Earth Engine: a hybrid method of automated generation—index thresholding—spectral matching	28
Exploring the advantages of the maximum entropy model in calibrating cellular automata for urban growth simulation: a comparative study of four methods	27
Monitoring ecological and environmental stress patterns over the past two decades in the Mekong River basin	27
Synthesizing Landsat images using time series model-fitting methods for China’s coastal areas against sparse and irregular observations	27
An improved deep learning network for AOD retrieving from remote sensing imagery focusing on sub-pixel cloud	27
Coupled effects of solar illumination and phenology on vegetation index determination: an analysis over the Amazonian forests using the SuperDove satellite constellation	26
On the use of adversarial validation for quantifying dissimilarity in geospatial machine learning prediction	26
Geometric feature-enhanced reconstruction and refinement of photogrammetric mesh models in man-made environments	26
A spatiotemporal knowledge graph for driving factor analysis and growth prediction of regional economy in China	25
Enhancing the predictive performance of remote sensing for ecological variables of tidal flats using encoded features from a deep learning model	25
MDA-RSM: multi-directional adaptive remote sensing mamba for building extraction	25
Beyond the jam: field theory modeling of congestion’s ripple effects on traffic dynamics	25
Localized deformation detection and prediction in wide-range urban environments	25
SAR remote sensing for monitoring harmful algal blooms using deep learning models	25
Global crop calendars of maize and wheat in the framework of the WorldCereal project	24
Phenology-based cropland retirement remote sensing model: a case study in Yan’an, Loess Plateau, China	23
A novel landslide susceptibility prediction framework based on contrastive loss	23
Simulation of urban land expansion in China at 30 m resolution through 2050 under shared socioeconomic pathways	23
Using remote sensing for exposure and seismic vulnerability evaluation: is it reliable?	23
Coastline extraction using remote sensing: a review	22
Toward unsupervised building extraction from very high-resolution remote sensing images using SAM and CLIP	22
Assessing the relative contribution of climate change and human activity factors to spatiotemporal distributions of sand fixation service in the Loess Plateau	22
An advanced coverage estimation method to quantify biological soil crust coverage using Sentinel-2 imagery in desert and sandy land of China	21
Tracking vegetation degradation and recovery in multiple mining areas in Beijing, China, based on time-series Landsat imagery	21
Spatiotemporal variation in bamboo Solar-induced chlorophyll fluorescence (SIF) in China based on the global Orbiting Carbon Observatory-2 (OCO-2) carbon satellite and study on the response to climate	21
Ecological and climatic transferability of airborne lidar-driven aboveground biomass models in Piñon-Juniper woodlands	21
Detection of grassland mowing frequency using time series of vegetation indices from Sentinel-2 imagery	20
Mapping irrigated cropland at 30 m spatial resolution in northern China over the past three decades	20
A multi-source data approach to carbon stock prediction using Bayesian hierarchical geostatistical models in plantation forest ecosystems	20

Decreasing trend of kuroshio intrusion and its effect on the chlorophyll-a concentration in the Luzon Strait, South China Sea	20
Mapping winter fallow arable lands in Southern China by using a multi-temporal overlapped area minimization threshold method	20
A novel big data mining framework for reconstructing large-scale daily MAIAC AOD data across China from 2000 to 2020	20
Quantitative assessment of the scale conversion from instantaneous to daily GPP under various sky conditions based on MODIS local overpassing time	20
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	19
Assessment of time-series-derived no-flood references for sar-based Bayesian flood mapping	19
A hydrogeomorphology-informed method for mapping continuous river networks from satellite imagery	19
Beyond flat cities: dramatic 2D/3D differences in urban gray–green space configurations and the nonlinear thermal regulation mechanisms	19
An interpretable physics-informed deep learning model for estimating multiple air pollutants	19
Correction	18
Seven-year variation in glacier surface velocity at Narsap Sermia in Southwest Greenland	18
Developing remote sensing methods for monitoring water quality of alpine rivers on the Tibetan Plateau	18
A novel soil moisture evaluation framework incorporating brightness temperature and a high-resolution 1 km summer brightness temperature dataset	18
Exact Voronoi diagram for topographic spatial analysis	18
A phenomenology-based algorithm for extracting submerged aquatic vegetation in lakes using Sentinel-2 time seriesImagery: a case study of Potamogeton crispus	18
Solution for crop classification in regions with limited labeled samples: deep learning and transfer learning	18
Enhancing urban resilience through Tomo-PSInSAR-based structural health monitoring	18
Monitoring and understanding chlorophyll-a concentration changes in lakes in northeastern China using MERIS and OLCI satellite data	17
Spatiotemporal dynamics of vegetation net ecosystem productivity and its response to drought in Northwest China	17
Addressing spatial imprecision in deep learning for satellite imagery-based socioeconomic predictions	17
Land surface temperature retrieval from FY-3E/MERSI using an optimized water vapor scaling method	17
MapSAM: adapting segment anything model for automated feature detection in historical maps	17
Mapping lava flow from the Kilauea eruption of 2018 in the east rift zone using space-based synthetic aperture radar	17
Retrieval of thin-ice thickness in arctic marginal seas through a combination of thermal and optical observations from polar orbiting satellites	17
Agricultural drought dynamics in China during 1982–2020: a depiction with satellite remotely sensed soil moisture	17
An investigation of inversion method to measure the radial velocity of Kuroshio from Sentinel-1 SAR data	16
Detecting annual anthropogenic encroachment on intertidal vegetation using full Landsat time-series in Fujian, China	16
Multi-source point cloud registration for urban areas using a coarse-to-fine approach	16
Contribution of anthropogenic consolidation processes to subsidence phenomena from multi-temporal DInSAR: a GIS-based approach	16
Spatiotemporal dynamics of urban sprawl in China from 2000 to 2020	16
Offshore Island Connection Line: A new perspective of coastal urban development boundary simulation and multi-scenario prediction	16
KERF: a knowledge-enhanced relearning framework for tailings pond detection from high-resolution remote sensing images	16
Two-tier classification framework for mapping grassland types using multisource earth observation data	15
A 3-dimension urban growth analysis using local climate zone mapping	15
Fine classification of crops based on an inductive transfer learning method with compact polarimetric SAR images	15
LSL-SS-Net: level set loss-guided semantic segmentation networks for landslide extraction	15
Improving GOCI ocean color data under high solar-zenith angle over open oceans using neural networks	15
Rapid retrieval of soil moisture using a novel portable L-band radiometer in the Hulunbeier Prairie, China	15
Use of local climate zones to assess the spatiotemporal variations of urban vegetation phenology in Austin, Texas, USA	15
A novel spatiotemporal fractal dimension (STFD) for assessing ecological environment of the large-scale Yangtze River Basin China from 2012 to 2021 remote sensing data	15
Collaborative multiple change detection methods for monitoring the spatio-temporal dynamics of mangroves in Beibu Gulf, China	15
Towards accurate individual tree parameters estimation in dense forest: optimized coarse-to-fine algorithms for registering UAV and terrestrial LiDAR data	14
Integrated framework for identifying shrinking cities using nighttime light and socioeconomic data: a case study of China	14
Global and local magnitude and spatial pattern of uncertainty from geographically adaptive empirical and machine learning satellite-derived bathymetry models	14
Polyline simplification using a region proposal network integrating raster and vector features	14
Recurrent U-Net based dynamic paddy rice mapping in South Korea with enhanced data compatibility to support agricultural decision making	14
Seasonal and diurnal surface urban heat islands in China: an investigation of driving factors with three-dimensional urban morphological parameters	13
High-spatial resolution UAV multispectral data complementing satellite imagery to characterize a chinstrap penguin colony ecosystem on deception island (Antarctica)	13
Bridging satellite missions: deep transfer learning for enhanced tropical cyclone intensity estimation	13
Mapping fallow fields using Sentinel-1 and Sentinel-2 archives over farming-pastoral ecotone of Northern China with Google Earth Engine	13
Boundary-enhanced dual-stream network for semantic segmentation of high-resolution remote sensing images	13
Generating annual high resolution land cover products for 28 metropolises in China based on a deep super-resolution mapping network using Landsat imagery	13
Multitemporal impervious surface estimation via an optimized stable/change pixel detection approach	13
Exploring the potential of multi-source unsupervised domain adaptation in crop mapping using Sentinel-2 images	13
For-backward LSTM-based missing data reconstruction for time-series Landsat images	13
Modeling of spatial stratified heterogeneity	13
Drone-borne sensing of major and accessory pigments in algae using deep learning modeling	13
MFFNet: a wavelet transform-based multimodal frequency fusion network for remote sensing semantic segmentation	13
Estimation of the total dry aboveground biomass in the tropical forests of Congo Basin using optical, LiDAR, and radar data	13
From rainforests to drylands: a context-specific framework for mapping land use and land cover dynamics in Northeast Brazil (2000–2020)	12
Toward multi-granularity spatiotemporal simulation modeling of crowd movement for dynamic assessment of tourist carrying capacity	12
Upscaling peatland mapping with drone-derived imagery: impact of spatial resolution and vegetation characteristics	12
Machine learning-based detection of irrigation in Vojvodina (Serbia) using Sentinel-2 data	12
An improved color consistency optimization method based on the reference image contaminated by clouds	12
Coral reef applications of Landsat-8: geomorphic zonation and benthic habitat mapping of Xisha Islands, China	12
Trends analysis of rangeland condition monitoring assessment and projection (RCMAP) fractional component time series (1985–2020)	12
Changes in carbon stock in the Xing’an permafrost regions in Northeast China from the late 1980s to 2020	12
Assessing methods in fusion and fitting for time series construction in remote sensing-based earth observations	12
Integrated knowledge graph construction framework for places-of-interest retrieval using a property graph database	12
Pumice rafts in the global ocean: a remote sensing assessment	12
Urbanization’s role in shaping ornamental tree diversity: a remote sensing and future scenario-based perspective	11
Gap-filling MODIS daily aerosol optical depth products by developing a spatiotemporal fitting algorithm	11
A hybrid method for forest aboveground biomass estimation: fusion of individual tree- and area-based approaches over northeast China	11
A novel alpine land cover classification strategy based on a deep convolutional neural network and multi-source remote sensing data in Google Earth Engine	11
Global Assessment of Cumulative and Time-Lag Effects of Drought on Land Surface Phenology	11
Identifying climate and environmental determinants of spatial disparities in wheat production using a geospatial machine learning model	11
Mapping global urban inequality under climate change and its interaction with sustainable development	11
Advanced time-series InSAR analysis to estimate surface deformation and utilization of hybrid deep learning for susceptibility mapping in the Jakarta metropolitan region	11
Satellite flood detection integrating hydrogeomorphic and spectral indices	11
Improving extraction of forest canopy height through reprocessing ICESat-2 ATLAS and GEDI data in sparsely forested plain regions	11

Early mapping of winter wheat in Henan province of China using time series of Sentinel-2 data	11
Home sharing or crime sharing? Evidences of the relationship between Airbnb, crime and structural factors in Malaga, Spain	10
Seamless monitoring of marine heatwaves: capability of gap-filled, geostationary satellite sea surface temperature data	10
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	10
Improving the accuracy of extant gridded population maps using multisource map fusion	10
Identifying critical road sections using the weighted periodicity mined from trajectory data for efficient urban transportation	10
Novel model for predicting individuals’ movements in dynamic regions of interest	10
DiffMamba: semantic diffusion guided feature modeling network for semantic segmentation of remote sensing images	10
Accuracy evaluation and effect factor analysis of GEDI aboveground biomass product for temperate forests in the conterminous United States	10
Vegetation dynamics along an urban–rural gradient in the Yangtze River Delta: patterns, mechanisms, and scenario projections using a mixed-cell cellular automata (MCCA) framework	10
Joint retrieval of atmospheric temperature and humidity profiles using spaceborne hyperspectral microwave radiometer	10
Dynamic flood mapping by a normalized probabilistic classification method using satellite radar amplitude time series	10
Diagnosing urban traffic anomalies by integrating geographic knowledge and tensor theory	9
ResWLI: a new method to retrieve water levels in coastal zones by integrating optical remote sensing and deep learning	9
The essence of acquisition time of airborne hyperspectral and on-ground reference data for classification of highly invasive annual vine Echinocystis lobata (Michx.) Tor	9
Ecological quality assessment and monitoring using a time-series remote sensing-based ecological index (ts-RSEI)	9
A multivariate hierarchical regionalization method to discovering spatiotemporal patterns	9
A long-term, high-accuracy and seamless 1km soil moisture dataset over the Qinghai-Tibet Plateau during 2001–2020 based on a two-step downscaling method	9
An evaluation of PlanetScope images for 3D reconstruction and change detection – experimental validations with case studies	9
Machine learning-based retrieval of total column water vapor over land using GMI-sensed passive microwave measurements	9
A comparison of three ways to assemble wall-to-wall maps from distribution models of vegetation types	9
Exploring the potential of transmittance vegetation indices for leaf functional traits retrieval	9
Comprehensive analysis of GEO-KOMPSAT-2A and FengYun satellite-based precipitation estimates across Northeast Asia	9
Multiresolution soil moisture products based on a spatially adaptive estimation model and CYGNSS data	9
Upscaling aboveground biomass of larch (Larix olgensis Henry) plantations from field to satellite measurements: a comparison of individual tree-based and area-based approaches	9
Sequence analysis of local indicators of spatio-temporal association for evolutionary pattern discovery	9
Multi-year mapping of flood autumn irrigation extent and timing in harvested croplands of arid irrigation district	9
Classification of drainage crossings on high-resolution digital elevation models: A deep learning approach	9
High-resolution satellite video single object tracking based on thicksiam framework	9
Temporal backscatter characterisation of ratoon rice crops based on Sentinel-1 intensity data	9
Customizable process design for collaborative geographic analysis	9
Inferring the heterogeneous effect of urban land use on building height with causal machine learning	9
Bathymetry-guided multi-source remote sensing image domain adaptive coral reef benthic habitat classification	8
Automatic training sample collection utilizing multi-source land cover products and time-series Sentinel-2 images	8
Mapping invasive noxious weed species in the alpine grassland ecosystems using very high spatial resolution UAV hyperspectral imagery and a novel deep learning model	8
Detection of driving factors and critical thresholds for carbon sequestration capacity in urban agglomerations using a combined causal inference and machine learning approach	8
Korean fog probability retrieval using remote sensing combined with machine-learning	8
Dynamic monitoring of fine-grained ecological vulnerability in dryland urban agglomeration integrating novel remote sensing index and explainable machine learning	8
Large-scale expansion and localized shrinkage of cities in a major grain-producing area: empirical evidence from the Huaihe River Basin	8
Mapping urban functional zones with remote sensing and geospatial big data: a systematic review	8
Asymmetric warming has different impacts on vegetation growth across various vegetation types on the Tibetan Plateau	8
Improving assessment of population exposure and health impacts to PM 2.5 with high spatial and temporal data	8
Using high-resolution imagery and deep learning to classify land-use following deforestation: a case study in Ethiopia	8
Airborne lidar intensity correction for mapping snow cover extent and effective grain size in mountainous terrain	8
Decadal changes of Campbell Glacier Tongue in East Antarctica from 2010 to 2020 and implications of ice pinning conditions analyzed by optical and SAR datasets	8
Evaluating the potential of burn severity mapping and transferability of Copernicus EMS data using Sentinel-2 imagery and machine learning approaches	8
The potential of Sentinel-1 time series for large-scale assessment of maize and wheat phenology across Germany	8
Methane emissions from Australia estimated by inverse analysis using in-situ and Satellite (GOSAT) atmospheric observations	8
Filtering ground noise from LiDAR returns produces inferior models of forest aboveground biomass in heterogenous landscapes	8
Simulating urban growth by coupling macro-processes and micro-dynamics: a case study on Wuhan, China	8
Comparison of high-resolution NAIP and unmanned aerial vehicle (UAV) imagery for natural vegetation communities classification using machine learning approaches	7
Spatiotemporal coordination and imbalance between urbanization and eco-environmental quality: a global remote sensing perspective	7
Co-occurrence and abundance of pollinators and pests in horticultural systems in Africa using an integrated Earth observation-based approach	7
A stand-alone framework for predicting spatiotemporal errors in satellite-based soil moisture using tree-based models and deep neural networks	7
Quantitative multi-factor characterization of eco-environmental vulnerability in the Mount Elgon ecosystem	7
Earth observations reveal impacts of climate variability on maize cropping systems in sub-Saharan Africa	7
Improving the accuracy of the Water Detect algorithm using Sentinel-2, Planetscope and sharpened imagery: a case study in an intermittent river	7
Multivariate analysis of land surface dynamics in Central Asia: patterns of trends and drivers under a changing climate	7
Large-scale monitoring of inland water surface levels with GEDI data: an operational cloud-based approach in Google Earth Engine	7
SMN-AgroCLA: a deep learning framework with sequential midrange normalization for enhanced rice yield prediction using remote sensing data	7
Can time-series Sentinel images be used to properly identify wetland plant communities?	7
A review of mangrove degradation assessment using remote sensing: advances, challenges, and opportunities	7
Local-aware coupled network for hyperspectral image super-resolution	7
A deep learning framework to map riverbed sand mining budgets in large tropical deltas	7
Surface deformation detection and attribution in the Mountain-Oasis-Desert Landscape in north Tianshan Mountains	7
Spatial planning-constrained modeling of urban growth in the Yangtze River Delta considering the element flows	7
Heterogeneous transfer learning considering feature representation and environmental consistency for landslide spatial prediction	7
Probabilistic machine learning-based phytoplankton abundance using hyperspectral remote sensing	6
Mapping stone walls in Northeastern USA using deep learning and LiDAR data	6
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	6
Automated classification of A-DInSAR-based ground deformation by using random forest	6
A robust gap-filling method for predicting missing observations in daily Black Marble nighttime light data	6
Ensemble learning-based crop yield estimation: a scalable approach for supporting agricultural statistics	6
High-dimensional detection of Landscape Dynamics: a Landsat time series-based algorithm for forest disturbance mapping and beyond	6
Interpreting the uncertainty of model-based and design-based estimation in downscaling estimates from NFI data: a case-study in Extremadura (Spain)	6
Simulating mixed land-use change under multi-label concept by integrating a convolutional neural network and cellular automata: a case study of Huizhou, China	6
Object-based change detection for vegetation disturbance and recovery using Landsat time series	6
Satellite-derived bathymetry using machine learning and optimal Sentinel-2 imagery in South-West Florida coastal waters	6
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	6
Hybrid approach using deep learning and graph comparison for building change detection	6
Using imaging spectroscopy to assess the impacts of invasive plants on aboveground and belowground characteristics	6
Spatiotemporal inhomogeneity of total column NO2 in a polluted urban area inferred from TROPOMI and Pandora intercomparisons	6
Exploration of aerosol-precipitation relationships under different climate regimes in China	6
AutoML for estimating grass height from ETM+/OLI data from field measurements at a nature reserve	6
Unmixing marsh vegetation species across multiple sensors and spatial scales	6