GIScience & Remote Sensing

Article	Citations
The use of multisource spatial data for determining the proliferation of stingless bees in Kenya	101
A deep learning approach for automatic mapping of poplar plantations using Sentinel-2 imagery	84
Regression-based surface water fraction mapping using a synthetic spectral library for monitoring small water bodies	82
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
Trends, turning points, and driving forces of desertification in global arid land based on the segmental trend method and SHAP model	70
Forest carbon sink in North China increased in recent two decades, but decreased in extreme drought years	68
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	61
Subtidal seagrass and blue carbon mapping at the regional scale: a cloud-native multi-temporal Earth Observation approach	60
Mapping the tidal marshes of coastal Virginia: a hierarchical transfer learning approach	57
AFSNet: attention-guided full-scale feature aggregation network for high-resolution remote sensing image change detection	55
Urban building extraction from high-resolution remote sensing imagery based on multi-scale recurrent conditional generative adversarial network	53
A hybrid integrated deep learning model for predicting various air pollutants	53
Land cover change detection in the Aralkum with multi-source satellite datasets	52
Global de-trending significantly improves the accuracy of XGBoost-based county-level maize and soybean yield prediction in the Midwestern United States	49
A new strategy for improving the accuracy of forest aboveground biomass estimates in an alpine region based on multi-source remote sensing	48
Evaluating the contribution of Sentinel-2 view and illumination geometry to the accuracy of retrieving essential crop parameters	46
Embedded physical constraints in machine learning to enhance vegetation phenology prediction	46
Remote sensing of terrestrial gross primary productivity: a review of advances in theoretical foundation, key parameters and methods	46
MSFTrans: a multi-task frequency-spatial learning transformer for building extraction from high spatial resolution remote sensing images	45
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	44
Development of earth observational diagnostic drought prediction model for regional error calibration: A case study on agricultural drought in Kyrgyzstan	44
Error budget analysis of geocoding and geometric correction for KOMPSAT-5 SAR imagery	44
Monitoring active fires in Borneo from Sentinel-2 MSI images	44
Spatiotemporal analysis of tropical vegetation ecosystems and their responses to multifaceted droughts in Mainland Southeast Asia using satellite-based time series	43
Dual generative adversarial networks for merging ocean transparency from satellite observations	43

Contribution of topographic features and categorization uncertainty for a tree species classification in the boreal biome of Northern Ontario	41
Spatial disparity of urban performance from a scaling perspective: a study of industrial features associated with economy, infrastructure, and innovation	41
An improved optical trapezoid model to identify wetlands and irrigation water ponds in the arid irrigation district using Google Earth Engine	41
The use of maximum entropy and ecological niche factor analysis to decrease uncertainties in samples for urban gain models	40
An optimal multivariate-stratification geographical detector model for revealing the impact of multi-factor combinations on the dependent variable	37
Strength-weighted flow cluster method considering spatiotemporal contiguity to reveal interregional association patterns	37
Ship detection and classification based on cascaded detection of hull and wake from optical satellite remote sensing imagery	36
Cross-comparison of Landsat-8 and Landsat-9 data: a three-level approach based on underfly images	36
Leaf area index and aboveground biomass estimation of an alpine peatland with a UAV multi-sensor approach	35
MSNet: multispectral semantic segmentation network for remote sensing images	35
A review of building detection from very high resolution optical remote sensing images	34
Application of deep learning in cloud cover prediction using geostationary satellite images	32
Impacts of the world’s largest afforestation program (Three-North Afforestation Program) on desertification control in sandy land of China	32
Tree regrowth duration map from LCMAP collection 1.0 land cover products in the conterminous United States, 1985–2017	31
In situ hyperspectral characteristics and the discriminative ability of remote sensing to coral species in the South China Sea	31
An improved change detection method for high-resolution soil moisture mapping in permafrost regions	31
Spatio-temporal variability of surface temperatures in High Arctic periglacial environment using UAV thermal imagery and in-situ measurements	29
Monitoring ecological and environmental stress patterns over the past two decades in the Mekong River basin	29
Satellite A-DInSAR pattern recognition for seismic vulnerability mapping at city scale: insights from the L’Aquila (Italy) case study	29
Spatiotemporal wave propagation of the shale oil and gas development in the Marcellus Shale in the past one century and a half	29
An improved deep learning network for AOD retrieving from remote sensing imagery focusing on sub-pixel cloud	29
Exploring the advantages of the maximum entropy model in calibrating cellular automata for urban growth simulation: a comparative study of four methods	29
Decadal analysis of sea surface temperature patterns, climatology, and anomalies in temperate coastal waters with Landsat-8 TIRS observations	28
Dynamic variations in thermal regime and surface deformation along the drainage channel for an expanding lake on the Tibetan Plateau	28
A novel landslide susceptibility prediction framework based on contrastive loss	27
Simulation of urban land expansion in China at 30 m resolution through 2050 under shared socioeconomic pathways	27
Using remote sensing for exposure and seismic vulnerability evaluation: is it reliable?	27
Iterative spatial leave-one-out cross-validation and gap-filling based data augmentation for supervised learning applications in marine remote sensing	27
Coupled effects of solar illumination and phenology on vegetation index determination: an analysis over the Amazonian forests using the SuperDove satellite constellation	26
Analyzing spatial variability of drivers of coastal wetland loss in the northern Gulf of Mexico using Bayesian multi-level models	25
Synthesizing Landsat images using time series model-fitting methods for China’s coastal areas against sparse and irregular observations	25
Phenology-based cropland retirement remote sensing model: a case study in Yan’an, Loess Plateau, China	25
On the use of adversarial validation for quantifying dissimilarity in geospatial machine learning prediction	25
Enhancing the predictive performance of remote sensing for ecological variables of tidal flats using encoded features from a deep learning model	24
Global crop calendars of maize and wheat in the framework of the WorldCereal project	24
Recent trends in the timing of the growing season in New Zealand’s natural and semi-natural grasslands	24
Detection of grassland mowing frequency using time series of vegetation indices from Sentinel-2 imagery	24
An algorithm for the automatic parametrization of wood volume equations from Terrestrial Laser Scanning point clouds: application in Pinus pinaster	23
A novel big data mining framework for reconstructing large-scale daily MAIAC AOD data across China from 2000 to 2020	23
An advanced coverage estimation method to quantify biological soil crust coverage using Sentinel-2 imagery in desert and sandy land of China	22
Mapping winter fallow arable lands in Southern China by using a multi-temporal overlapped area minimization threshold method	22
Decreasing trend of kuroshio intrusion and its effect on the chlorophyll-a concentration in the Luzon Strait, South China Sea	22
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	22
Tracking vegetation degradation and recovery in multiple mining areas in Beijing, China, based on time-series Landsat imagery	22
Coastline extraction using remote sensing: a review	21
Assessing the relative contribution of climate change and human activity factors to spatiotemporal distributions of sand fixation service in the Loess Plateau	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
A multi-source data approach to carbon stock prediction using Bayesian hierarchical geostatistical models in plantation forest ecosystems	21
Assessment of time-series-derived no-flood references for sar-based Bayesian flood mapping	21
Quantitative assessment of the scale conversion from instantaneous to daily GPP under various sky conditions based on MODIS local overpassing time	21

Aboveground biomass estimates over Brazilian savannas using hyperspectral metrics and machine learning models: experiences with Hyperion/EO-1	20
Developing remote sensing methods for monitoring water quality of alpine rivers on the Tibetan Plateau	20
A phenomenology-based algorithm for extracting submerged aquatic vegetation in lakes using Sentinel-2 time seriesImagery: a case study of Potamogeton crispus	20
Ecological and climatic transferability of airborne lidar-driven aboveground biomass models in Piñon-Juniper woodlands	20
An interpretable physics-informed deep learning model for estimating multiple air pollutants	19
Agricultural drought dynamics in China during 1982–2020: a depiction with satellite remotely sensed soil moisture	19
Exact Voronoi diagram for topographic spatial analysis	19
Solution for crop classification in regions with limited labeled samples: deep learning and transfer learning	18
A hydrogeomorphology-informed method for mapping continuous river networks from satellite imagery	18
Enhancing urban resilience through Tomo-PSInSAR-based structural health monitoring	18
Seven-year variation in glacier surface velocity at Narsap Sermia in Southwest Greenland	18
A novel soil moisture evaluation framework incorporating brightness temperature and a high-resolution 1 km summer brightness temperature dataset	18
Correction	18
Spatiotemporal dynamics of vegetation net ecosystem productivity and its response to drought in Northwest China	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
Monitoring and understanding chlorophyll-a concentration changes in lakes in northeastern China using MERIS and OLCI satellite data	17
Spatiotemporal dynamics of urban sprawl in China from 2000 to 2020	17
Land surface temperature retrieval from FY-3E/MERSI using an optimized water vapor scaling method	17
Intra-annual land cover mapping and dynamics analysis with dense satellite image time series: a spatiotemporal cube based spatiotemporal contextual method	16
Contribution of anthropogenic consolidation processes to subsidence phenomena from multi-temporal DInSAR: a GIS-based approach	16
Use of local climate zones to assess the spatiotemporal variations of urban vegetation phenology in Austin, Texas, USA	16
Detecting annual anthropogenic encroachment on intertidal vegetation using full Landsat time-series in Fujian, China	16
Collaborative multiple change detection methods for monitoring the spatio-temporal dynamics of mangroves in Beibu Gulf, China	16
Addressing spatial imprecision in deep learning for satellite imagery-based socioeconomic predictions	16
Fine classification of crops based on an inductive transfer learning method with compact polarimetric SAR images	16
Offshore Island Connection Line: A new perspective of coastal urban development boundary simulation and multi-scenario prediction	16
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
An investigation of inversion method to measure the radial velocity of Kuroshio from Sentinel-1 SAR data	15
Rapid retrieval of soil moisture using a novel portable L-band radiometer in the Hulunbeier Prairie, China	15
Multi-source point cloud registration for urban areas using a coarse-to-fine approach	15
Improving GOCI ocean color data under high solar-zenith angle over open oceans using neural networks	15
Exploring the potential of multi-source unsupervised domain adaptation in crop mapping using Sentinel-2 images	15
Two-tier classification framework for mapping grassland types using multisource earth observation data	15
LSL-SS-Net: level set loss-guided semantic segmentation networks for landslide extraction	15
For-backward LSTM-based missing data reconstruction for time-series Landsat images	15
Estimation of the total dry aboveground biomass in the tropical forests of Congo Basin using optical, LiDAR, and radar data	14
Towards accurate individual tree parameters estimation in dense forest: optimized coarse-to-fine algorithms for registering UAV and terrestrial LiDAR data	14
Generating annual high resolution land cover products for 28 metropolises in China based on a deep super-resolution mapping network using Landsat imagery	14
A 3-dimension urban growth analysis using local climate zone mapping	14
Recurrent U-Net based dynamic paddy rice mapping in South Korea with enhanced data compatibility to support agricultural decision making	14
Modeling of spatial stratified heterogeneity	14
Mapping fallow fields using Sentinel-1 and Sentinel-2 archives over farming-pastoral ecotone of Northern China with Google Earth Engine	14
High-spatial resolution UAV multispectral data complementing satellite imagery to characterize a chinstrap penguin colony ecosystem on deception island (Antarctica)	14
Global and local magnitude and spatial pattern of uncertainty from geographically adaptive empirical and machine learning satellite-derived bathymetry models	14
Boundary-enhanced dual-stream network for semantic segmentation of high-resolution remote sensing images	14
Polyline simplification using a region proposal network integrating raster and vector features	14
Drone-borne sensing of major and accessory pigments in algae using deep learning modeling	13
An improved color consistency optimization method based on the reference image contaminated by clouds	13
Integrated knowledge graph construction framework for places-of-interest retrieval using a property graph database	13
Assessing methods in fusion and fitting for time series construction in remote sensing-based earth observations	13
Seasonal and diurnal surface urban heat islands in China: an investigation of driving factors with three-dimensional urban morphological parameters	13
Advanced time-series InSAR analysis to estimate surface deformation and utilization of hybrid deep learning for susceptibility mapping in the Jakarta metropolitan region	13
From rainforests to drylands: a context-specific framework for mapping land use and land cover dynamics in Northeast Brazil (2000–2020)	13
Coral reef applications of Landsat-8: geomorphic zonation and benthic habitat mapping of Xisha Islands, China	13
Machine learning-based detection of irrigation in Vojvodina (Serbia) using Sentinel-2 data	13
Multitemporal impervious surface estimation via an optimized stable/change pixel detection approach	13
Toward multi-granularity spatiotemporal simulation modeling of crowd movement for dynamic assessment of tourist carrying capacity	12
Changes in carbon stock in the Xing’an permafrost regions in Northeast China from the late 1980s to 2020	12
Recent advances in the remote sensing of alpine snow: a review	12
Upscaling peatland mapping with drone-derived imagery: impact of spatial resolution and vegetation characteristics	12
Bridging satellite missions: deep transfer learning for enhanced tropical cyclone intensity estimation	12
Soil moisture retrieval over agricultural fields through integration of synthetic aperture radar and optical images	12
Trends analysis of rangeland condition monitoring assessment and projection (RCMAP) fractional component time series (1985–2020)	12
Identifying climate and environmental determinants of spatial disparities in wheat production using a geospatial machine learning model	12
Early mapping of winter wheat in Henan province of China using time series of Sentinel-2 data	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
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	11
Satellite flood detection integrating hydrogeomorphic and spectral indices	11
Gap-filling MODIS daily aerosol optical depth products by developing a spatiotemporal fitting algorithm	11
An improved Forel–Ule index method for trophic state assessments of inland waters using Landsat 8 and sentinel archives	11
Global Assessment of Cumulative and Time-Lag Effects of Drought on Land Surface Phenology	11
Accuracy evaluation and effect factor analysis of GEDI aboveground biomass product for temperate forests in the conterminous United States	11
Mapping global urban inequality under climate change and its interaction with sustainable development	11
Improving extraction of forest canopy height through reprocessing ICESat-2 ATLAS and GEDI data in sparsely forested plain regions	11
A hybrid method for forest aboveground biomass estimation: fusion of individual tree- and area-based approaches over northeast China	11
Joint retrieval of atmospheric temperature and humidity profiles using spaceborne hyperspectral microwave radiometer	11
Novel model for predicting individuals’ movements in dynamic regions of interest	10
Improving the accuracy of extant gridded population maps using multisource map fusion	10
DiffMamba: semantic diffusion guided feature modeling network for semantic segmentation of remote sensing images	9

Diagnosing urban traffic anomalies by integrating geographic knowledge and tensor theory	9
Identifying critical road sections using the weighted periodicity mined from trajectory data for efficient urban transportation	9
Dynamic flood mapping by a normalized probabilistic classification method using satellite radar amplitude time series	9
ResWLI: a new method to retrieve water levels in coastal zones by integrating optical remote sensing and deep learning	9
Sequence analysis of local indicators of spatio-temporal association for evolutionary pattern discovery	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
Multi-year mapping of flood autumn irrigation extent and timing in harvested croplands of arid irrigation district	9
Inferring the heterogeneous effect of urban land use on building height with causal machine learning	9
Seamless monitoring of marine heatwaves: capability of gap-filled, geostationary satellite sea surface temperature data	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
Temporal backscatter characterisation of ratoon rice crops based on Sentinel-1 intensity data	9
An evaluation of PlanetScope images for 3D reconstruction and change detection – experimental validations with case studies	9
Customizable process design for collaborative geographic analysis	9
Home sharing or crime sharing? Evidences of the relationship between Airbnb, crime and structural factors in Malaga, Spain	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
Comprehensive analysis of GEO-KOMPSAT-2A and FengYun satellite-based precipitation estimates across Northeast Asia	9
Classification of drainage crossings on high-resolution digital elevation models: A deep learning approach	9
Evaluating the potential of burn severity mapping and transferability of Copernicus EMS data using Sentinel-2 imagery and machine learning approaches	9
Machine learning-based retrieval of total column water vapor over land using GMI-sensed passive microwave measurements	8
Multiresolution soil moisture products based on a spatially adaptive estimation model and CYGNSS data	8
The potential of Sentinel-1 time series for large-scale assessment of maize and wheat phenology across Germany	8
Bathymetry-guided multi-source remote sensing image domain adaptive coral reef benthic habitat classification	8
Methane emissions from Australia estimated by inverse analysis using in-situ and Satellite (GOSAT) atmospheric observations	8
Simulating urban growth by coupling macro-processes and micro-dynamics: a case study on Wuhan, China	8
Using high-resolution imagery and deep learning to classify land-use following deforestation: a case study in Ethiopia	8
A multivariate hierarchical regionalization method to discovering spatiotemporal patterns	8
Ecological quality assessment and monitoring using a time-series remote sensing-based ecological index (ts-RSEI)	8
The essence of acquisition time of airborne hyperspectral and on-ground reference data for classification of highly invasive annual vine Echinocystis lobata (Michx.) Tor	8
Korean fog probability retrieval using remote sensing combined with machine-learning	8
Automatic training sample collection utilizing multi-source land cover products and time-series Sentinel-2 images	8
High-resolution satellite video single object tracking based on thicksiam framework	8
Mapping urban functional zones with remote sensing and geospatial big data: a systematic review	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
Improving assessment of population exposure and health impacts to PM 2.5 with high spatial and temporal data	8
Dynamic monitoring of fine-grained ecological vulnerability in dryland urban agglomeration integrating novel remote sensing index and explainable machine learning	8
Asymmetric warming has different impacts on vegetation growth across various vegetation types on the Tibetan Plateau	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
A review of mangrove degradation assessment using remote sensing: advances, challenges, and opportunities	7
Heterogeneous transfer learning considering feature representation and environmental consistency for landslide spatial prediction	7
Filtering ground noise from LiDAR returns produces inferior models of forest aboveground biomass in heterogenous landscapes	7
Earth observations reveal impacts of climate variability on maize cropping systems in sub-Saharan Africa	7
Mapping stone walls in Northeastern USA using deep learning and LiDAR data	7
Automated classification of A-DInSAR-based ground deformation by using random forest	7
Can time-series Sentinel images be used to properly identify wetland plant communities?	7
Large-scale monitoring of inland water surface levels with GEDI data: an operational cloud-based approach in Google Earth Engine	7
Spatial planning-constrained modeling of urban growth in the Yangtze River Delta considering the element flows	7
Airborne lidar intensity correction for mapping snow cover extent and effective grain size in mountainous terrain	7
Using imaging spectroscopy to assess the impacts of invasive plants on aboveground and belowground characteristics	7
Hybrid approach using deep learning and graph comparison for building change detection	7
Detection of driving factors and critical thresholds for carbon sequestration capacity in urban agglomerations using a combined causal inference and machine learning approach	7
A stand-alone framework for predicting spatiotemporal errors in satellite-based soil moisture using tree-based models and deep neural networks	7
Improving the accuracy of the Water Detect algorithm using Sentinel-2, Planetscope and sharpened imagery: a case study in an intermittent river	7
Surface deformation detection and attribution in the Mountain-Oasis-Desert Landscape in north Tianshan Mountains	7
Quantitative multi-factor characterization of eco-environmental vulnerability in the Mount Elgon ecosystem	7
Co-occurrence and abundance of pollinators and pests in horticultural systems in Africa using an integrated Earth observation-based approach	7
Comparison of high-resolution NAIP and unmanned aerial vehicle (UAV) imagery for natural vegetation communities classification using machine learning approaches	7
Multivariate analysis of land surface dynamics in Central Asia: patterns of trends and drivers under a changing climate	7
Simulating mixed land-use change under multi-label concept by integrating a convolutional neural network and cellular automata: a case study of Huizhou, 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