Machine Learning for Gully Feature Extraction Based on a Pan-Sharpened Multispectral Image: Multiclass vs. Binary Approach

Predicting Forest Cover in Distinct Ecosystems: The Potential of Multi-Source Sentinel-1 and -2 Data Fusion

(2020) Kai Heckel et al.   Remote Sensing

Comparison of Support Vector Machine and Random Forest Algorithms for Invasive and Expansive Species Classification Using Airborne Hyperspectral Data

(2020) Anita Sabat-Tomala et al.   Remote Sensing

Towards an Assessment of the Ephemeral Gully Erosion Potential in Greece Using Google Earth

(2020) Christos Karydas et al.   Water

Learning to Translate for Cross-Source Remote Sensing Image Retrieval

(2020) Wei Xiong et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Assessing the efficiency of multispectral satellite and airborne hyperspectral images for land cover mapping in an aquatic environment with emphasis on the water caltrop (Trapa natans)

(2019) Loránd Szabó et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

A Novel Ensemble Artificial Intelligence Approach for Gully Erosion Mapping in a Semi-Arid Watershed (Iran)

(2019) Dieu Tien Bui et al.   SENSORS

A Comparative Assessment of Geostatistical, Machine Learning, and Hybrid Approaches for Mapping Topsoil Organic Carbon Content

(2019) Lin Chen et al.   ISPRS International Journal of Geo-Information

Deep learning in remote sensing applications: A meta-analysis and review

(2019) Lei Ma et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Assessing the performance of decision tree and neural network models in mapping soil properties

(2019) Fatemeh Hateffard et al.   Journal of Mountain Science

A Data-Driven Approach for Accurate Rainfall Prediction

(2019) Shilpa Manandhar et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

A Semi-Automated Object-Based Gully Networks Detection Using Different Machine Learning Models: A Case Study of Bowen Catchment, Queensland, Australia

(2019) Hejar Shahabi et al.   SENSORS

Object-Based Tree Species Classification Using Airborne Hyperspectral Images and LiDAR Data

(2019) Yanshuang Wu et al.   Forests

Comparison of machine learning models for gully erosion susceptibility mapping

(2019) Alireza Arabameri et al.   Geoscience Frontiers

Extracting water-related features using reflectance data and principal component analysis of Landsat images

(2018) Boglárka Balázs et al.   HYDROLOGICAL SCIENCES JOURNAL-JOURNAL DES SCIENCES HYDROLOGIQUES

Symmetrical Dense-Shortcut Deep Fully Convolutional Networks for Semantic Segmentation of Very-High-Resolution Remote Sensing Images

(2018) Guanzhou Chen et al.   IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing

Regolith-geology mapping with support vector machine: A case study over weathered Ni-bearing peridotites, New Caledonia

(2018) Florian De Boissieu et al.   International Journal of Applied Earth Observation and Geoinformation

Implementation of machine-learning classification in remote sensing: an applied review

(2018) Aaron E. Maxwell et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

Disaster damage detection through synergistic use of deep learning and 3D point cloud features derived from very high resolution oblique aerial images, and multiple-kernel-learning

(2018) Anand Vetrivel et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Mapping soil degradation using remote sensing data and ancillary data: South-East Moravia, Czech Republic

(2018) Daniel Žížala et al.   European Journal of Remote Sensing

Lithological Classification Using Sentinel-2A Data in the Shibanjing Ophiolite Complex in Inner Mongolia, China

(2018) Wenyan Ge et al.   Remote Sensing

Comparison of various uncertainty modelling approaches based on geostatistics and machine learning algorithms

(2018) Gábor Szatmári et al.   GEODERMA

Efficiency of local minima and GLM techniques in sinkhole extraction from a LiDAR-based terrain model

(2018) Péter Enyedi et al.   International Journal of Digital Earth

Soil erosion in East Africa: an interdisciplinary approach to realising pastoral land management change

(2018) William H Blake et al.   Environmental Research Letters

Deep Learning Classification of Land Cover and Crop Types Using Remote Sensing Data

(2017) Nataliia Kussul et al.   IEEE Geoscience and Remote Sensing Letters

Comprehensive survey of deep learning in remote sensing: theories, tools, and challenges for the community

(2017) John E. Ball et al.   Journal of Applied Remote Sensing

Use of Landsat series data to analyse the spatial and temporal variations of land degradation in a dispersive soil environment: A case of King Sabata Dalindyebo local municipality in the Eastern Cape Province, South Africa

(2017) Timothy Dube et al.   PHYSICS AND CHEMISTRY OF THE EARTH

Performance assessment of individual and ensemble data-mining techniques for gully erosion modeling

(2017) Hamid Reza Pourghasemi et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Quantifying land use/land cover spatio-temporal landscape pattern dynamics from Hyperion using SVMs classifier and FRAGSTATS®

(2017) Salim Lamine et al.   Geocarto International

A Method of Panchromatic Image Modification for Satellite Imagery Data Fusion

(2017) Aleksandra Grochala et al.   Remote Sensing

Comparative Study on KNN and SVM Based Weather Classification Models for Day Ahead Short Term Solar PV Power Forecasting

(2017) Fei Wang et al.   Applied Sciences-Basel

Random forest in remote sensing: A review of applications and future directions

(2016) Mariana Belgiu et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Landscape transform and spatial metrics for mapping spatiotemporal land cover dynamics using Earth Observation data-sets

(2016) Sudhir Kumar Singh et al.   Geocarto International

Comparison of Tree Species Classifications at the Individual Tree Level by Combining ALS Data and RGB Images Using Different Algorithms

(2016) Songqiu Deng et al.   Remote Sensing

Detecting the Boundaries of Urban Areas in India: A Dataset for Pixel-Based Image Classification in Google Earth Engine

(2016) Ran Goldblatt et al.   Remote Sensing

A Memory-Based Learning Approach as Compared to Other Data Mining Algorithms for the Prediction of Soil Texture Using Diffuse Reflectance Spectra

(2016) Asa Gholizadeh et al.   Remote Sensing

Deep Learning for Remote Sensing Image Understanding

(2016) Liangpei Zhang et al.   Journal of Sensors

The impact of permanent gullies on present-day land use and agriculture in loess areas (E. Poland)

(2015) Wojciech Zgłobicki et al.   CATENA

Possibilities of land use change analysis in a mountainous rural area: a methodological approach

(2015) Szilárd Szabó et al.   INTERNATIONAL JOURNAL OF GEOGRAPHICAL INFORMATION SCIENCE

Classification of Herbaceous Vegetation Using Airborne Hyperspectral Imagery

(2015) Péter Burai et al.   Remote Sensing

Object-based gully system prediction from medium resolution imagery using Random Forests

(2014) Rajesh B.V. Shruthi et al.   GEOMORPHOLOGY

Deep Learning-Based Classification of Hyperspectral Data

(2014) Yushi Chen et al.   IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing

Land-use/cover classification in a heterogeneous coastal landscape using RapidEye imagery: evaluating the performance of random forest and support vector machines classifiers

(2014) Elhadi Adam et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

Detection of Gully-Affected Areas by Applying Object-Based Image Analysis (OBIA) in the Region of Taroudannt, Morocco

(2014) Sebastian d'Oleire-Oltmanns et al.   Remote Sensing

Residual soil nitrate prediction from imagery and non-imagery information using neural network technique

(2011) Ramesh Gautam et al.   BIOSYSTEMS ENGINEERING

Object-based gully feature extraction using high spatial resolution imagery

(2011) Rajesh B.V. Shruthi et al.   GEOMORPHOLOGY

An assessment of the effectiveness of a random forest classifier for land-cover classification

(2011) V.F. Rodriguez-Galiano et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Land cover change assessment using decision trees, support vector machines and maximum likelihood classification algorithms

(2009) J.R. Otukei et al.   International Journal of Applied Earth Observation and Geoinformation

Thresholds for channel initiation at road drain outlets

(2008) I. Takken et al.   CATENA