Comparing geomorphological maps made manually and by deep learning

Geomorphological tools for mapping natural hazards

(2021) Alessandro Chelli et al.   Journal of Maps

Hierarchical geomorphological mapping in mountainous areas

(2021) Matheus G.G. De Jong et al.   Journal of Maps

Using data-driven algorithms for semi-automated geomorphological mapping

(2021) Elisa Giaccone et al.   STOCHASTIC ENVIRONMENTAL RESEARCH AND RISK ASSESSMENT

Deep learning for dune pattern mapping with the AW3D30 global surface model

(2020) Samuel Shumack et al.   EARTH SURFACE PROCESSES AND LANDFORMS

Deep learning-based approach for landform classification from integrated data sources of digital elevation model and imagery

(2020) Sijin Li et al.   GEOMORPHOLOGY

Large-scale geomorphology of the Entella River floodplain (Italy) for coastal urban areas management

(2020) Anna Roccati et al.   Journal of Maps

Random Forest Spatial Interpolation

(2020) Aleksandar Sekulić et al.   Remote Sensing

High-resolution mapping of spatial heterogeneity in ice wedge polygon geomorphology near Prudhoe Bay, Alaska

(2020) Charles J. Abolt et al.   Scientific Data

LiDAR-derived high-resolution palaeo-DEM construction workflow and application to the early medieval Lower Rhine valley and upper delta

(2020) B. van der Meulen et al.   GEOMORPHOLOGY

Using Deep Learning to Count Albatrosses from Space: Assessing Results in Light of Ground Truth Uncertainty

(2020) Ellen Bowler et al.   Remote Sensing

The impact of pre- and post-image processing techniques on deep learning frameworks: A comprehensive review for digital pathology image analysis

(2020) Massimo Salvi et al.   COMPUTERS IN BIOLOGY AND MEDICINE

An object based image analysis applied for volcanic and glacial landforms mapping in Sahand Mountain, Iran

(2020) Bakhtiar Feizizadeh et al.   CATENA

Integrating Remote Sensing, Machine Learning, and Citizen Science in Dutch Archaeological Prospection

(2019) Karsten Lambers et al.   Remote Sensing

Mapping Human Settlements with Higher Accuracy and Less Volunteer Efforts by Combining Crowdsourcing and Deep Learning

(2019) Benjamin Herfort et al.   Remote Sensing

Multi-modal deep learning for landform recognition

(2019) Lin Du et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Can uncertainty in geological cross-section interpretations be quantified and predicted?

(2018) Charles H. Randle et al.   Geosphere

Controls on late-Holocene drift-sand dynamics: The dominant role of human pressure in the Netherlands

(2018) Harm Jan Pierik et al.   HOLOCENE

Recent Trends in Deep Learning Based Natural Language Processing [Review Article]

(2018) Tom Young et al.   IEEE Computational Intelligence Magazine

Conditional Random Fields Meet Deep Neural Networks for Semantic Segmentation: Combining Probabilistic Graphical Models with Deep Learning for Structured Prediction

(2018) Anurag Arnab et al.   IEEE SIGNAL PROCESSING MAGAZINE

Hyper-temporal remote sensing for digital soil mapping: Characterizing soil-vegetation response to climatic variability

(2017) Jonathan J. Maynard et al.   GEODERMA

Evaluation of Feature Selection Methods for Object-Based Land Cover Mapping of Unmanned Aerial Vehicle Imagery Using Random Forest and Support Vector Machine Classifiers

(2017) Lei Ma et al.   ISPRS International Journal of Geo-Information

Deep Learning in Remote Sensing: A Comprehensive Review and List of Resources

(2017) Xiao Xiang Zhu et al.   IEEE Geoscience and Remote Sensing Magazine

Assessment of the SMAP Passive Soil Moisture Product

(2016) Steven K. Chan et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Semi-automatic classification of glaciovolcanic landforms: An object-based mapping approach based on geomorphometry

(2016) G.B.M. Pedersen   JOURNAL OF VOLCANOLOGY AND GEOTHERMAL RESEARCH

Evaluation of the potential of the current and forthcoming multispectral and hyperspectral imagers to estimate soil texture and organic carbon

(2016) Fabio Castaldi et al.   REMOTE SENSING OF ENVIRONMENT

The Impact of Coder Reliability on Reconstructing Archaeological Settlement Patterns from Satellite Imagery: a Case Study from South Africa

(2015) Karim Sadr   Archaeological Prospection

Finding a Way: Modeling Landscape Prerequisites for Roman and Early-Medieval Routes in the Netherlands

(2015) Rowin J. van Lanen et al.   GEOARCHAEOLOGY-AN INTERNATIONAL JOURNAL

Automatic Case-Based Reasoning Approach for Landslide Detection: Integration of Object-Oriented Image Analysis and a Genetic Algorithm

(2015) Jie Dou et al.   Remote Sensing

3D geology in a 2D country: perspectives for geological surveying in the Netherlands

(2015) M.J. van der Meulen et al.   NETHERLANDS JOURNAL OF GEOSCIENCES-GEOLOGIE EN MIJNBOUW

Object-oriented classification of a high-spatial resolution SPOT5 image for mapping geology and landforms of active volcanoes: Semeru case study, Indonesia

(2014) Zeineb Kassouk et al.   GEOMORPHOLOGY

GIS-based support vector machine modeling of earthquake-triggered landslide susceptibility in the Jianjiang River watershed, China

(2012) Chong Xu et al.   GEOMORPHOLOGY

Geospatial technologies and digital geomorphological mapping: Concepts, issues and research

(2011) Michael P. Bishop et al.   GEOMORPHOLOGY

Segmentation optimization and stratified object-based analysis for semi-automated geomorphological mapping

(2011) Niels S. Anders et al.   REMOTE SENSING OF ENVIRONMENT

Weight of evidence and artificial neural networks for potential groundwater spring mapping: an application to the Mt. Modino area (Northern Apennines, Italy)

(2009) Alessandro Corsini et al.   GEOMORPHOLOGY