GIScience & Remote Sensing

Article	Citations
FROM-GLC Plus: toward near real-time and multi-resolution land cover mapping	96
Evaluating expressway stability using interferometric synthetic aperture radar and measuring its impact on the occurrence of geohazards: a case study of Shanxi Province, China	88
Using object-based image analysis to detect laughing gull nests	80
Monitoring the Amazon River plume from satellite observations	73
Seamless monitoring of marine heatwaves: capability of gap-filled, geostationary satellite sea surface temperature data	69
Identifying critical road sections using the weighted periodicity mined from trajectory data for efficient urban transportation	68
Subtidal seagrass and blue carbon mapping at the regional scale: a cloud-native multi-temporal Earth Observation approach	57
Dynamic flood mapping by a normalized probabilistic classification method using satellite radar amplitude time series	57
Modeling pine forest growing stock volume in subtropical regions of China using airborne Lidar data	54
Improving the accuracy of extant gridded population maps using multisource map fusion	53
A deep learning approach for automatic mapping of poplar plantations using Sentinel-2 imagery	51
Cell-level coupling of a mechanistic model to cellular automata for improving land simulation	50
An evaluation of PlanetScope images for 3D reconstruction and change detection – experimental validations with case studies	45
Correction	44
Cross attention is all you need: relational remote sensing change detection with transformer	43
Novel model for predicting individuals’ movements in dynamic regions of interest	41
An automatic rice mapping method based on an integrated time-series gradient boosting tree using GF-6 and sentinel-2 images	41
A deep relearning method based on the recurrent neural network for land cover classification	41
Surface deformation extraction from small baseline subset synthetic aperture radar interferometry (SBAS-InSAR) using coherence-optimized baseline combinations	41
Trade-offs among productive-living-ecological lands for facilitating low-carbon and efficient cities: evidences in 30 major Chinese cities from 2015 to 2020	40
Reconstruction of a large-scale realistic three-dimensional (3-D) mountain forest scene for radiative transfer simulations	40
Diagnosing urban traffic anomalies by integrating geographic knowledge and tensor theory	40
Seven-year variation in glacier surface velocity at Narsap Sermia in Southwest Greenland	40
Inferring the heterogeneous effect of urban land use on building height with causal machine learning	40
Can Gross Primary Productivity Products be effectively evaluated in regions with few observation data?	39

Landsat-observed changes in forest cover and attribution analysis over Northern China from 1996‒2020	39
A machine learning-based dynamic ensemble selection algorithm for microwave retrieval of surface soil freeze/thaw: A case study across China	39
Aboveground biomass estimates over Brazilian savannas using hyperspectral metrics and machine learning models: experiences with Hyperion/EO-1	38
Multi-year mapping of flood autumn irrigation extent and timing in harvested croplands of arid irrigation district	37
Leveraging uncertainty estimation and spatial pyramid pooling for extracting hydrological features from scanned historical topographic maps	36
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	35
A novel spaceborne photon-counting laser altimeter denoising method based on parameter-adaptive density clustering	33
Cloud restoration of optical satellite imagery using time-series spectral similarity group	32
Deep learning-based mapping of total suspended solids in rivers across South Korea using high resolution satellite imagery	31
Spatiotemporal patterns of planted forests on the Loess Plateau between 1986 and 2021 based on Landsat NDVI time-series analysis	31
Exact Voronoi diagram for topographic spatial analysis	31
Home sharing or crime sharing? Evidences of the relationship between Airbnb, crime and structural factors in Malaga, Spain	31
Regression-based surface water fraction mapping using a synthetic spectral library for monitoring small water bodies	30
Unveiling grassland dynamics: trends and drivers of degradation and improvement in the Eurasian Steppe since 2000	29
Comprehensive assessment of Spatiotemporal fusion methods in inland water monitoring	29
Solution for crop classification in regions with limited labeled samples: deep learning and transfer learning	29
Forest carbon sink in North China increased in recent two decades, but decreased in extreme drought years	29
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	27
Upscaling aboveground biomass of larch (Larix olgensis Henry) plantations from field to satellite measurements: a comparison of individual tree-based and area-based approaches	27
Regional-scale burned area mapping in Mediterranean regions based on the multitemporal composite integration of Sentinel-1 and Sentinel-2 data	26
Objective evaluation-based efficient learning framework for hyperspectral image classification	26
Mathematical vector framework for gravity-specific land surface curvatures calculation from triangulated irregular networks	26
Strengthening of surface urban heat island effect driven primarily by urban size under rapid urbanization: national evidence from China	26
Customizable process design for collaborative geographic analysis	26
The use of multisource spatial data for determining the proliferation of stingless bees in Kenya	26
Enhancing urban resilience through Tomo-PSInSAR-based structural health monitoring	25
Improving remote sensing estimation of Secchi disk depth for global lakes and reservoirs using machine learning methods	25
A phenomenology-based algorithm for extracting submerged aquatic vegetation in lakes using Sentinel-2 time seriesImagery: a case study of Potamogeton crispus	25
Developing remote sensing methods for monitoring water quality of alpine rivers on the Tibetan Plateau	25
An interpretable physics-informed deep learning model for estimating multiple air pollutants	24
Trends, turning points, and driving forces of desertification in global arid land based on the segmental trend method and SHAP model	23
Mapping the tidal marshes of coastal Virginia: a hierarchical transfer learning approach	23
Agricultural drought dynamics in China during 1982–2020: a depiction with satellite remotely sensed soil moisture	22
Comparing tree structures derived among airborne, terrestrial and mobile LiDAR systems in urban parks	22
Applicability of UAV-based optical imagery and classification algorithms for detecting pine wilt disease at different infection stages	22
Framework for timely perception of spatiotemporal crowd congestion risk in public spaces based on video pedestrian tracking and geographic mapping	21
Multi-sensor and multi-platform consistency and interoperability between UAV, Planet CubeSat, Sentinel-2, and Landsat reflectance data	21
Generalized models for subtropical forest inventory attribute estimations using a rule-based exhaustive combination approach with airborne LiDAR-derived metrics	21
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	21
Comparison of the capability and performance of “photosynthesis” and “structure” indices in retrieving vegetation phenology in the Northern Hemisphere	20
Aboveground biomass mapping by integrating ICESat-2, SENTINEL-1, SENTINEL-2, ALOS2/PALSAR2, and topographic information in Mediterranean forests	20
Regionalized classification of stand tree species in mountainous forests by fusing advanced classifiers and ecological niche model	20
Exploring the potential of transmittance vegetation indices for leaf functional traits retrieval	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
LiDAR-change-based mapping of sediment movement from an extreme rainfall event	20
A comparison of three ways to assemble wall-to-wall maps from distribution models of vegetation types	19
Critical role of temporal contexts in evaluating urban cellular automata models	19
Land cover change detection in the Aralkum with multi-source satellite datasets	19
Temporal backscatter characterisation of ratoon rice crops based on Sentinel-1 intensity data	19
Performance, effectiveness and computational efficiency of powerline extraction methods for quantifying ecosystem structure from light detection and ranging	19

A hybrid integrated deep learning model for predicting various air pollutants	19
U-SeqNet: learning spatiotemporal mapping relationships for multimodal multitemporal cloud removal	18
Spatiotemporal dynamics of urban sprawl in China from 2000 to 2020	18
Identifying the spatio-temporal distribution characteristics of offshore wind turbines in China from Sentinel-1 imagery using deep learning	18
Detecting peatland vegetation patterns with multi-temporal field spectroscopy	18
Process-based and geostationary meteorological satellite-enhanced dead fuel moisture content estimation	18
Inter-annual changes and growth trends mapping of mangrove using Landsat time series imagery	18
Remote sensing of terrestrial gross primary productivity: a review of advances in theoretical foundation, key parameters and methods	17
Spatiotemporal dynamics of vegetation net ecosystem productivity and its response to drought in Northwest China	17
Estimation of cyanobacteria pigments in the main rivers of South Korea using spatial attention convolutional neural network with hyperspectral imagery	17
Analysis of the relationship between L-band SAR backscatter and understory weed density in eucalyptus plantation forests	17
Decadal assessment of agricultural drought in the context of land use land cover change using MODIS multivariate spectral index time-series data	16
Model-driven estimation of closed and open shrublands live fuel moisture content	16
Virtual image-based cloud removal for Landsat images	16
Downscaling MODIS spectral bands using deep learning	16
Relationship between ecological spatial network and vegetation carbon use efficiency in the Yellow River Basin, China	16
A new index for detection of submerged aquatic plants under variable quality water: an extension of the soil-line concept	15
Topographic effects amplify forest disturbances detected by yearly wide-time-window Landsat time series	15
High-resolution satellite video single object tracking based on thicksiam framework	15
Impacts of the data quality of remote sensing vegetation index on gross primary productivity estimation	15
Mapping urban functional zones with remote sensing and geospatial big data: a systematic review	15
Multiresolution soil moisture products based on a spatially adaptive estimation model and CYGNSS data	15
Differentiating effects of salvage logging and recovery patterns on post-fire boreal forests in Northeast China using a modified forest disturbance index	15
Monitoring and understanding chlorophyll-a concentration changes in lakes in northeastern China using MERIS and OLCI satellite data	15
Embedded physical constraints in machine learning to enhance vegetation phenology prediction	15
Assessing spatiotemporal variations and predicting changes in ecosystem service values in the Guangdong–Hong Kong–Macao Greater Bay Area	14
Ecological quality assessment and monitoring using a time-series remote sensing-based ecological index (ts-RSEI)	14
Retrieval of daily sea ice thickness from AMSR2 passive microwave data using ensemble convolutional neural networks	14
Assessment of plant species distribution and diversity along a climatic gradient from Mediterranean woodlands to semi-arid shrublands	14
Reconstruction of spatially continuous time-series land subsidence based on PS-InSAR and improved MLS-SVR in Beijing Plain area	14
MSFTrans: a multi-task frequency-spatial learning transformer for building extraction from high spatial resolution remote sensing images	14
AFSNet: attention-guided full-scale feature aggregation network for high-resolution remote sensing image change detection	14
A new strategy for improving the accuracy of forest aboveground biomass estimates in an alpine region based on multi-source remote sensing	13
The essence of acquisition time of airborne hyperspectral and on-ground reference data for classification of highly invasive annual vine Echinocystis lobata (Michx.) Tor	13
Modeling dynamic land use changes in the eastern portion of the hexi corridor, China by cnn-gru hybrid model	13
Mapping lava flow from the Kilauea eruption of 2018 in the east rift zone using space-based synthetic aperture radar	13
Vegetation canopy height shapes bats’ occupancy: a remote sensing approach	13
Comprehensive analysis of GEO-KOMPSAT-2A and FengYun satellite-based precipitation estimates across Northeast Asia	13
Monitoring coastal aquaculture devices in Taiwan with the radio frequency identification combination system	13
Contemporary and historical detection of small lakes using super resolution Landsat imagery: promise and peril	13
Urban building extraction from high-resolution remote sensing imagery based on multi-scale recurrent conditional generative adversarial network	13
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	13
An innovative lightweight 1D-CNN model for efficient monitoring of large-scale forest composition: a case study of Heilongjiang Province, China	12
Evaluating the contribution of Sentinel-2 view and illumination geometry to the accuracy of retrieving essential crop parameters	12
Classification of drainage crossings on high-resolution digital elevation models: A deep learning approach	12
Wetland mapping with multi-temporal sentinel-1 & -2 imagery (2017 – 2020) and LiDAR data in the grassland natural region of alberta	12
Land cover changes in grassland landscapes: combining enhanced Landsat data composition, LandTrendr, and machine learning classification in google earth engine with MLP-ANN scenario forecasting	12
Identification of densely populated-informal settlements and their role in Chinese urban sustainability assessment	12
A workflow based on Sentinel-1 SAR data and open-source algorithms for unsupervised burned area detection in Mediterranean ecosystems	12
Multiscale mapping of local climate zones in Tokyo using airborne LiDAR data, GIS vectors, and Sentinel-2 imagery	12
Quantifying understory vegetation density using multi-temporal Sentinel-2 and GEDI LiDAR data	12
Global de-trending significantly improves the accuracy of XGBoost-based county-level maize and soybean yield prediction in the Midwestern United States	12
Machine learning-based retrieval of total column water vapor over land using GMI-sensed passive microwave measurements	12
Evaluating the potential of burn severity mapping and transferability of Copernicus EMS data using Sentinel-2 imagery and machine learning approaches	12
An assessment on the performance of the shape functions in clustering based on representative trajectories of dense areas	11
Improving GOCI ocean color data under high solar-zenith angle over open oceans using neural networks	11
Contribution of anthropogenic consolidation processes to subsidence phenomena from multi-temporal DInSAR: a GIS-based approach	11
A multivariate hierarchical regionalization method to discovering spatiotemporal patterns	11
Mapping invasive noxious weed species in the alpine grassland ecosystems using very high spatial resolution UAV hyperspectral imagery and a novel deep learning model	10
Asymmetric warming has different impacts on vegetation growth across various vegetation types on the Tibetan Plateau	10
Application of deep learning in cloud cover prediction using geostationary satellite images	10
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	10
Using high-resolution imagery and deep learning to classify land-use following deforestation: a case study in Ethiopia	10
Wildfire susceptibility mapping by incorporating damage proxy maps, differenced normalized burn Ratio, and deep learning algorithms based on sentinel-1/2 data: a case study on Maui Island, Hawaii	10
Dual generative adversarial networks for merging ocean transparency from satellite observations	10
Filtering ground noise from LiDAR returns produces inferior models of forest aboveground biomass in heterogenous landscapes	10
Simulating urban expansion with interpretable cycle recurrent neural networks	10
Automatic training sample collection utilizing multi-source land cover products and time-series Sentinel-2 images	10
Leaf area index and aboveground biomass estimation of an alpine peatland with a UAV multi-sensor approach	9
Improving assessment of population exposure and health impacts to PM 2.5 with high spatial and temporal data	9
Impacts of terrain on land surface phenology derived from Harmonized Landsat 8 and Sentinel-2 in the Tianshan Mountains, China	9
Intra-annual land cover mapping and dynamics analysis with dense satellite image time series: a spatiotemporal cube based spatiotemporal contextual method	9
Multi-source point cloud registration for urban areas using a coarse-to-fine approach	9
Simulating urban growth by coupling macro-processes and micro-dynamics: a case study on Wuhan, China	9
RoadVecNet: a new approach for simultaneous road network segmentation and vectorization from aerial and google earth imagery in a complex urban set-up	9
Fine classification of crops based on an inductive transfer learning method with compact polarimetric SAR images	9
Detecting annual anthropogenic encroachment on intertidal vegetation using full Landsat time-series in Fujian, China	9
Spatiotemporal analysis of tropical vegetation ecosystems and their responses to multifaceted droughts in Mainland Southeast Asia using satellite-based time series	9
An improved optical trapezoid model to identify wetlands and irrigation water ponds in the arid irrigation district using Google Earth Engine	9
Two-tier classification framework for mapping grassland types using multisource earth observation data	9

Cross-comparison of Landsat-8 and Landsat-9 data: a three-level approach based on underfly images	9
Korean fog probability retrieval using remote sensing combined with machine-learning	9
Strength-weighted flow cluster method considering spatiotemporal contiguity to reveal interregional association patterns	8
The effects of urban land cover dynamics on urban heat Island intensity and temporal trends	8
A snow cover mapping algorithm based on a multitemporal dataset for GK-2A imagery	8
Diversity of lakes and ponds in the forest-tundra ecozone: from limnicity to limnodiversity	8
Near real-time mapping of burned area by synergizing multiple satellites remote-sensing data	8
Collaborative multiple change detection methods for monitoring the spatio-temporal dynamics of mangroves in Beibu Gulf, China	8
Detailed wetland-type classification using Landsat-8 time-series images: a pixel- and object-based algorithm with knowledge (POK)	8
Consistent, accurate, high resolution, long time-series mapping of built-up land in the North China Plain	8
The use of maximum entropy and ecological niche factor analysis to decrease uncertainties in samples for urban gain models	8
Ship detection and classification based on cascaded detection of hull and wake from optical satellite remote sensing imagery	8
LSL-SS-Net: level set loss-guided semantic segmentation networks for landslide extraction	8
Contribution of topographic features and categorization uncertainty for a tree species classification in the boreal biome of Northern Ontario	8
Spatial disparity of urban performance from a scaling perspective: a study of industrial features associated with economy, infrastructure, and innovation	8
Tracking transient boreal wetland inundation with Sentinel-1 SAR: Peace-Athabasca Delta, Alberta and Yukon Flats, Alaska	8
Wildlife detection, counting and survey using satellite imagery: are we there yet?	8
Error budget analysis of geocoding and geometric correction for KOMPSAT-5 SAR imagery	8
Rapid retrieval of soil moisture using a novel portable L-band radiometer in the Hulunbeier Prairie, China	8
MSNet: multispectral semantic segmentation network for remote sensing images	7
Development of earth observational diagnostic drought prediction model for regional error calibration: A case study on agricultural drought in Kyrgyzstan	7
Can we quantify the relationship between multispectral remote sensing images and land use and land cover maps? An explicit information transfer model based on Boltzmann entropy	7
Multi-year mapping of cropping systems in regions with smallholder farms from Sentinel-2 images in Google Earth engine	7
A novel machine learning approach to analyzing geospatial vessel patterns using AIS data	7
Spatial disparities in trade-offs: economic and environmental impacts of road infrastructure on continental level	7
Assessment of intersection conflicts between riders and pedestrians using a GIS-based framework and portable LiDAR	7
A Robust Geographically Optimal Zones-based heterogeneity model for analyzing the spatial determinants of national traffic accidents	7
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	7
An investigation of inversion method to measure the radial velocity of Kuroshio from Sentinel-1 SAR data	7
An optimal multivariate-stratification geographical detector model for revealing the impact of multi-factor combinations on the dependent variable	7
Classification of ground deformation using sentinel-1 persistent scatterer interferometry time series	7
Bathymetry-guided multi-source remote sensing image domain adaptive coral reef benthic habitat classification	7
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	7
Italian COSMO-SkyMed atlas: R-Index and the percentage of measurability of movement	7
Impacts of the world’s largest afforestation program (Three-North Afforestation Program) on desertification control in sandy land of China	7
Use of local climate zones to assess the spatiotemporal variations of urban vegetation phenology in Austin, Texas, USA	6
An improved change detection method for high-resolution soil moisture mapping in permafrost regions	6
Water index and Swin Transformer Ensemble (WISTE) for water body extraction from multispectral remote sensing images	6
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	6
Agriculture intensification and moisture-induced Thar desert greening: implications for energy balance, socio-economy, and biodiversity	6
A robust and adaptive spatial-spectral fusion model for PlanetScope and Sentinel-2 imagery	6
Quantitative multi-factor characterization of eco-environmental vulnerability in the Mount Elgon ecosystem	6
Regional mass variations and its sensitivity to climate drivers over glaciers of Karakoram and Himalayas	6
Thin cloud correction method for visible remote sensing images using a spectral transformation scheme	6
Offshore Island Connection Line: A new perspective of coastal urban development boundary simulation and multi-scenario prediction	6
A comparative analysis of trajectory similarity measures	6
Factors affecting relative height and ground elevation estimations of GEDI among forest types across the conterminous USA	6
Spatial planning-constrained modeling of urban growth in the Yangtze River Delta considering the element flows	6
Co-occurrence and abundance of pollinators and pests in horticultural systems in Africa using an integrated Earth observation-based approach	6
Integrating InSAR and deep-learning for modeling and predicting subsidence over the adjacent area of Lake Urmia, Iran	6
Pre-trained feature aggregated deep learning-based monitoring of overshooting tops using multi-spectral channels of GeoKompsat-2A advanced meteorological imagery	6
Land subsidence in Beijing: response to the joint influence of the South-to-North Water Diversion Project and ecological water replenishment, observed by satellite radar interferometry	6
A review of building detection from very high resolution optical remote sensing images	6
Spatially continuous mapping of hourly ground ozone levels assisted by Himawari-8 short wave radiation products	6
Estimating evapotranspiration based on the satellite-retrieved near-infrared reflectance of vegetation (NIRv) over croplands	6