Land-surface parameters for spatial predictive mapping and modeling

Geomorphology-oriented digital terrain analysis: Progress and perspectives

(2021) Liyang Xiong et al.   Journal of Geographical Sciences

Assessing the Generalization of Machine Learning-Based Slope Failure Prediction to New Geographic Extents

(2021) Aaron E. Maxwell et al.   ISPRS International Journal of Geo-Information

Optimal scaling of predictors for digital mapping of soil properties

(2021) Andrei Dornik et al.   GEODERMA

Mapping the Topographic Features of Mining-Related Valley Fills Using Mask R-CNN Deep Learning and Digital Elevation Data

(2020) Aaron E. Maxwell et al.   Remote Sensing

Slope Failure Prediction Using Random Forest Machine Learning and LiDAR in an Eroded Folded Mountain Belt

(2020) Aaron E. Maxwell et al.   Remote Sensing

Peripheral gully and landslide erosion on an extreme anthropogenic landscape produced by mountaintop removal coal mining

(2020) Miles Reed et al.   EARTH SURFACE PROCESSES AND LANDFORMS

Combining geomorphometry, feature extraction techniques and Earth-surface processes research: The way forward

(2020) G. Sofia   GEOMORPHOLOGY

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

(2020) Sijin Li et al.   GEOMORPHOLOGY

Object Detection and Image Segmentation with Deep Learning on Earth Observation Data: A Review-Part I: Evolution and Recent Trends

(2020) Thorsten Hoeser et al.   Remote Sensing

Conditional permutation importance revisited

(2020) Dries Debeer et al.   BMC BIOINFORMATICS

The Grass Is Not Always Greener on the Other Side: Seasonal Reversal of Vegetation Greenness in Aspect‐Driven Semiarid Ecosystems

(2020) Nikul Kumari et al.   GEOPHYSICAL RESEARCH LETTERS

Interpretation and use of geomorphometry in remote sensing: a guide and review of integrated applications

(2020) Steven E. Franklin   INTERNATIONAL JOURNAL OF REMOTE SENSING

Object Detection and Image Segmentation with Deep Learning on Earth Observation Data: A Review—Part II: Applications

(2020) Thorsten Hoeser et al.   Remote Sensing

A comprehensive system of definitions of land surface (topographic) curvatures, with implications for their application in geoscience modelling and prediction

(2020) Jozef Minár et al.   EARTH-SCIENCE REVIEWS

Characteristic Scales of Drainage Reorganization in Cascadia

(2020) William T. Struble et al.   GEOPHYSICAL RESEARCH LETTERS

Semantic Segmentation Deep Learning for Extracting Surface Mine Extents from Historic Topographic Maps

(2020) Aaron E. Maxwell et al.   Remote Sensing

Quantification of terrain plan concavity and convexity using aspect vectors from digital elevation models

(2020) Guanghui Hu et al.   GEOMORPHOLOGY

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

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

A GIS-Based Water Balance Approach Using a LiDAR-Derived DEM Captures Fine-Scale Vegetation Patterns

(2019) James M. Dyer   Remote Sensing

Which way do you lean? Using slope aspect variations to understand Critical Zone processes and feedbacks

(2018) Jon D. Pelletier et al.   EARTH SURFACE PROCESSES AND LANDFORMS

Evaluating metrics of local topographic position for multiscale geomorphometric analysis

(2018) D.R. Newman et al.   GEOMORPHOLOGY

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

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

Feature selection in machine learning: A new perspective

(2018) Jie Cai et al.   NEUROCOMPUTING

Is high spatial resolution DEM data necessary for mapping palustrine wetlands?

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

Multi-scale digital soil mapping with deep learning

(2018) Thorsten Behrens et al.   Scientific Reports

Establishing chronologies for alluvial-fan sequences with analysis of high-resolution topographic data: San Luis Valley, Colorado, USA

(2018) Samuel A. Johnstone et al.   Geosphere

Towards a framework for terrain attribute selection in environmental studies

(2017) Vincent Lecours et al.   ENVIRONMENTAL MODELLING & SOFTWARE

Machine learning performance for predicting soil salinity using different combinations of geomorphometric covariates

(2017) Divan Vermeulen et al.   GEODERMA

Less is more: optimizing classification performance through feature selection in a very-high-resolution remote sensing object-based urban application

(2017) Stefanos Georganos et al.   GIScience & Remote Sensing

Practical guidelines for choosing GLCM textures to use in landscape classification tasks over a range of moderate spatial scales

(2017) Mryka Hall-Beyer   INTERNATIONAL JOURNAL OF REMOTE SENSING

A heuristic approach to global landslide susceptibility mapping

(2017) Thomas Stanley et al.   NATURAL HAZARDS

An illustrated introduction to general geomorphometry

(2017) Igor V Florinsky   PROGRESS IN PHYSICAL GEOGRAPHY

Identifying Small Depressional Wetlands and Using a Topographic Position Index to Infer Hydroperiod Regimes for Pond-Breeding Amphibians

(2017) Jeffrey W. Riley et al.   WETLANDS

Extraction of Terraces on the Loess Plateau from High-Resolution DEMs and Imagery Utilizing Object-Based Image Analysis

(2017) Hanqing Zhao 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

Geomorphons: Landform and property predictions in a glacial moraine in Indiana landscapes

(2016) Zamir Libohova et al.   CATENA

Field techniques for measuring bedrock erosion and denudation

(2016) Jens M. Turowski et al.   EARTH SURFACE PROCESSES AND LANDFORMS

GeoNet: An open source software for the automatic and objective extraction of channel heads, channel network, and channel morphology from high resolution topography data

(2016) Harish Sangireddy et al.   ENVIRONMENTAL MODELLING & SOFTWARE

Deep Impact: Effects of Mountaintop Mining on Surface Topography, Bedrock Structure, and Downstream Waters

(2016) Matthew R. V. Ross et al.   ENVIRONMENTAL SCIENCE & TECHNOLOGY

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

Predicting Palustrine Wetland Probability Using Random Forest Machine Learning and Digital Elevation Data-Derived Terrain Variables

(2016) Aaron E. Maxwell et al.   PHOTOGRAMMETRIC ENGINEERING AND REMOTE SENSING

An analytical solution of Richards' equation providing the physical basis of SCS curve number method and its proportionality relationship

(2016) Milad Hooshyar et al.   WATER RESOURCES RESEARCH

Deep Learning for Remote Sensing Data: A Technical Tutorial on the State of the Art

(2016) Liangpei Zhang et al.   IEEE Geoscience and Remote Sensing Magazine

Evaluating machine learning and statistical prediction techniques for landslide susceptibility modeling

(2015) J.N. Goetz et al.   COMPUTERS & GEOSCIENCES

Evidence for climatic and hillslope-aspect controls on vadose zone hydrology and implications for saprolite weathering

(2015) Abigail L. Langston et al.   EARTH SURFACE PROCESSES AND LANDFORMS

Surface roughness dating of long-runout landslides near Oso, Washington (USA), reveals persistent postglacial hillslope instability

(2015) Sean R. LaHusen et al.   GEOLOGY

Wetland Mapping in the Upper Midwest United States

(2014) Lian P. Rampi et al.   PHOTOGRAMMETRIC ENGINEERING AND REMOTE SENSING

Objective extraction of channel heads from high-resolution topographic data

(2014) Fiona J. Clubb et al.   WATER RESOURCES RESEARCH

‘You are HERE’: Connecting the dots with airborne lidar for geomorphic fieldwork

(2013) Joshua J. Roering et al.   GEOMORPHOLOGY

Lunar topographic roughness maps from Lunar Orbiter Laser Altimeter (LOLA) data: Scale dependence and correlation with geologic features and units

(2013) Mikhail A. Kreslavsky et al.   ICARUS

Third-order geomorphometric variables (derivatives): definition, computation and utilization of changes of curvatures

(2013) Jozef Minár et al.   INTERNATIONAL JOURNAL OF GEOGRAPHICAL INFORMATION SCIENCE

The Effects of Data Selection and Thematic Detail on the Accuracy of High Spatial Resolution Wetland Classifications

(2013) Joseph F. Knight et al.   PHOTOGRAMMETRIC ENGINEERING AND REMOTE SENSING

Effects of riparian vegetation on topographic change during a large flood event, Rio Puerco, New Mexico, USA

(2013) M. C. Perignon et al.   JOURNAL OF GEOPHYSICAL RESEARCH-EARTH SURFACE

The integration of optical, topographic, and radar data for wetland mapping in northern Minnesota

(2012) Jennifer Corcoran et al.   CANADIAN JOURNAL OF REMOTE SENSING

An integral approach to bedrock river profile analysis

(2012) J. Taylor Perron et al.   EARTH SURFACE PROCESSES AND LANDFORMS

Application of the topographic position index to heterogeneous landscapes

(2012) Jeroen De Reu et al.   GEOMORPHOLOGY

The use of multi temporal LiDAR to assess basin-scale erosion and deposition following the catastrophic January 2011 Lockyer flood, SE Queensland, Australia

(2012) Jacky Croke et al.   GEOMORPHOLOGY

Geomorphons — a pattern recognition approach to classification and mapping of landforms

(2012) Jarosław Jasiewicz et al.   GEOMORPHOLOGY

Expression of active tectonics in erosional landscapes

(2012) Eric Kirby et al.   JOURNAL OF STRUCTURAL GEOLOGY

Nicotinic acetylcholine receptors: From basic science to therapeutics

(2012) Raymond Hurst et al.   PHARMACOLOGY & THERAPEUTICS

A robust, two-parameter method for the extraction of drainage networks from high-resolution digital elevation models (DEMs): Evaluation using synthetic and real-world DEMs

(2012) Jon D. Pelletier   WATER RESOURCES RESEARCH

Object representations at multiple scales from digital elevation models

(2011) Lucian Drăguţ et al.   GEOMORPHOLOGY

Local variance for multi-scale analysis in geomorphometry

(2011) Lucian Drăguţ et al.   GEOMORPHOLOGY

Integrating physical and empirical landslide susceptibility models using generalized additive models

(2011) Jason N. Goetz et al.   GEOMORPHOLOGY

Object-based classification of landforms based on their local geometry and geomorphometric context

(2011) Deniz Gerçek et al.   INTERNATIONAL JOURNAL OF GEOGRAPHICAL INFORMATION SCIENCE

Object-based landform delineation and classification from DEMs for archaeological predictive mapping

(2011) Philip Verhagen et al.   JOURNAL OF ARCHAEOLOGICAL SCIENCE

Modelling landscape evolution

(2010) Gregory E. Tucker et al.   EARTH SURFACE PROCESSES AND LANDFORMS

Quantifying Bufo boreas connectivity in Yellowstone National Park with landscape genetics

(2010) Melanie A. Murphy et al.   ECOLOGY

Multiscale Analysis of Topographic Surface Roughness in the Midland Valley, Scotland

(2010) Carlos Henrique Grohmann et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Geomorphic features extraction from high-resolution topography: landslide crowns and bank erosion

(2010) Paolo Tarolli et al.   NATURAL HAZARDS

Multi-scale digital terrain analysis and feature selection for digital soil mapping

(2009) Thorsten Behrens et al.   GEODERMA

β-Diversity and vegetation structure as influenced by slope aspect and altitude in a seasonally dry tropical landscape

(2009) J. Alberto Gallardo-Cruz et al.   LANDSCAPE ECOLOGY

Gradient modeling of conifer species using random forests

(2009) Jeffrey S. Evans et al.   LANDSCAPE ECOLOGY

Conditional Variable Importance for Random Forests

(2008) Carolin Strobl et al.   BMC BIOINFORMATICS

Slope, aspect and climate: Spatially explicit and implicit models of topographic microclimate in chalk grassland

(2008) Jonathan Bennie et al.   ECOLOGICAL MODELLING

Geomorphometric feature analysis using morphometric parameterization and artificial neural networks

(2007) Amir Houshang Ehsani et al.   GEOMORPHOLOGY