Landslide Detection Using Multi-Scale Image Segmentation and Different Machine Learning Models in the Higher Himalayas

Evaluation of Different Machine Learning Methods and Deep-Learning Convolutional Neural Networks for Landslide Detection

(2019) Omid Ghorbanzadeh et al.   Remote Sensing

A Comparative Study of Statistics-Based Landslide Susceptibility Models: A Case Study of the Region Affected by the Gorkha Earthquake in Nepal

(2019) Sansar Meena et al.   ISPRS International Journal of Geo-Information

Leveraging Machine Learning to Extend Ontology-Driven Geographic Object-Based Image Analysis (O-GEOBIA): A Case Study in Forest-Type Mapping

(2019) Sachit Rajbhandari et al.   Remote Sensing

Machine Learning for the Geosciences: Challenges and Opportunities

(2019) Anuj Karpatne et al.   IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING

A2RMNet: Adaptively Aspect Ratio Multi-Scale Network for Object Detection in Remote Sensing Images

(2019) Heqian Qiu et al.   Remote Sensing

Multi-Aspect Analysis of Object-Oriented Landslide Detection Based on an Extended Set of LiDAR-Derived Terrain Features

(2019) Kamila Pawłuszek et al.   ISPRS International Journal of Geo-Information

Predicting uncertainty of machine learning models for modelling nitrate pollution of groundwater using quantile regression and UNEEC methods

(2019) Omid Rahmati et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Prediction of the landslide susceptibility: Which algorithm, which precision?

(2018) Hamid Reza Pourghasemi et al.   CATENA

The size, distribution, and mobility of landslides caused by the 2015 M w 7.8 Gorkha earthquake, Nepal

(2018) Kevin Roback et al.   GEOMORPHOLOGY

A Novel Approach of Fuzzy Dempster–Shafer Theory for Spatial Uncertainty Analysis and Accuracy Assessment of Object-Based Image Classification

(2018) Bakhtiar Feizizadeh   IEEE Geoscience and Remote Sensing Letters

A comparative analysis of pixel- and object-based detection of landslides from very high-resolution images

(2018) Ren N. Keyport et al.   International Journal of Applied Earth Observation and Geoinformation

A review of accuracy assessment for object-based image analysis: From per-pixel to per-polygon approaches

(2018) Su Ye et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Supervised methods of image segmentation accuracy assessment in land cover mapping

(2018) Hugo Costa et al.   REMOTE SENSING OF ENVIRONMENT

A novel ensemble approach of bivariate statistical-based logistic model tree classifier for landslide susceptibility assessment

(2018) Wei Chen et al.   Geocarto International

Improving Landslide Detection from Airborne Laser Scanning Data Using Optimized Dempster–Shafer

(2018) Mustafa Mezaal et al.   Remote Sensing

Evaluation of Different Machine Learning Algorithms for Scalable Classification of Tree Types and Tree Species Based on Sentinel-2 Data

(2018) Mathias Wessel et al.   Remote Sensing

Assessment of Landslide-Prone Areas and Their Zonation Using Logistic Regression, LogitBoost, and NaïveBayes Machine-Learning Algorithms

(2018) Hamid Pourghasemi et al.   Sustainability

Evaluating fuzzy operators of an object-based image analysis for detecting landslides and their changes

(2017) Bakhtiar Feizizadeh et al.   GEOMORPHOLOGY

A GIS-based comparative evaluation of analytical hierarchy process and frequency ratio models for landslide susceptibility mapping

(2017) Qiqing Wang et al.   PHYSICAL GEOGRAPHY

Good Practices for Object-Based Accuracy Assessment

(2017) Julien Radoux et al.   Remote Sensing

GIS-based modeling of rainfall-induced landslides using data mining-based functional trees classifier with AdaBoost, Bagging, and MultiBoost ensemble frameworks

(2016) Dieu Tien Bui et al.   Environmental Earth Sciences

Data Fusion Technique Using Wavelet Transform and Taguchi Methods for Automatic Landslide Detection From Airborne Laser Scanning Data and QuickBird Satellite Imagery

(2016) Biswajeet Pradhan et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Susceptibility mapping of shallow landslides using kernel-based Gaussian process, support vector machines and logistic regression

(2016) Ismail Colkesen et al.   JOURNAL OF AFRICAN EARTH SCIENCES

Landslide susceptibility assessment of the region affected by the 25 April 2015 Gorkha earthquake of Nepal

(2016) Amar Deep Regmi et al.   Journal of Mountain Science

Fire Risk Assessment Using Neural Network and Logistic Regression

(2016) Y. Jafari Goldarag et al.   Journal of the Indian Society of Remote Sensing

A random forest guided tour

(2016) Gérard Biau et al.   TEST

Rainfall-induced landslide susceptibility assessment at the Chongren area (China) using frequency ratio, certainty factor, and index of entropy

(2016) Haoyuan Hong et al.   Geocarto International

A random forest guided tour

(2016) Gérard Biau et al.   TEST

Machine learning in geosciences and remote sensing

(2016) David J. Lary et al.   Geoscience Frontiers

Evaluating machine learning and statistical prediction techniques for landslide susceptibility modeling

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

Spatial prediction models for shallow landslide hazards: a comparative assessment of the efficacy of support vector machines, artificial neural networks, kernel logistic regression, and logistic model tree

(2015) Dieu Tien Bui et al.   Landslides

Landslide susceptibility assesssment in the Uttarakhand area (India) using GIS: a comparison study of prediction capability of naïve bayes, multilayer perceptron neural networks, and functional trees methods

(2015) Binh Thai Pham et al.   THEORETICAL AND APPLIED CLIMATOLOGY

Score-Level Multibiometric Fusion Based on Dempster–Shafer Theory Incorporating Uncertainty Factors

(2015) Kien Nguyen et al.   IEEE Transactions on Human-Machine Systems

Object-Based Image Analysis and Digital Terrain Analysis for Locating Landslides in the Urmia Lake Basin, Iran

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

Automated parameterisation for multi-scale image segmentation on multiple layers

(2014) L. Drăguţ et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Evaluation of prediction capability of the artificial neural networks for mapping landslide susceptibility in the Turbolo River catchment (northern Calabria, Italy)

(2013) Massimo Conforti et al.   CATENA

Geographic Object-Based Image Analysis – Towards a new paradigm

(2013) Thomas Blaschke et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

A Suite of Tools for ROC Analysis of Spatial Models

(2013) Jean-François Mas et al.   ISPRS International Journal of Geo-Information

Landslide inventory maps: New tools for an old problem

(2012) Fausto Guzzetti et al.   EARTH-SCIENCE REVIEWS

Object-oriented identification of forested landslides with derivatives of single pulse LiDAR data

(2012) Miet Van Den Eeckhaut et al.   GEOMORPHOLOGY

An approach using Dempster–Shafer theory to fuse spatial data and satellite image derived crown metrics for estimation of forest stand leading species

(2012) Brice Mora et al.   Information Fusion

GIS-based ordered weighted averaging and Dempster–Shafer methods for landslide susceptibility mapping in the Urmia Lake Basin, Iran

(2012) Bakhtiar Feizizadeh et al.   International Journal of Digital Earth

Landslide susceptibility mapping at Golestan Province, Iran: A comparison between frequency ratio, Dempster–Shafer, and weights-of-evidence models

(2012) Majid Mohammady et al.   JOURNAL OF ASIAN EARTH SCIENCES

Landslide identification and classification by object-based image analysis and fuzzy logic: An example from the Azdavay region (Kastamonu, Turkey)

(2011) Beliz Aksoy et al.   COMPUTERS & GEOSCIENCES

Segment Optimization and Data-Driven Thresholding for Knowledge-Based Landslide Detection by Object-Based Image Analysis

(2011) T. R. Martha et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Object-oriented mapping of landslides using Random Forests

(2011) André Stumpf et al.   REMOTE SENSING OF ENVIRONMENT

Manifestation of an adaptive neuro-fuzzy model on landslide susceptibility mapping: Klang valley, Malaysia

(2010) Ebru Akcapinar Sezer et al.   EXPERT SYSTEMS WITH APPLICATIONS

A Comparison Between Probabilistic and Dempster-Shafer Theory Approaches to Model Uncertainty Analysis in the Performance Assessment of Radioactive Waste Repositories

(2010) Piero Baraldi et al.   RISK ANALYSIS

Hierarchical and conditional combination of belief functions induced by visual tracking

(2009) John Klein et al.   INTERNATIONAL JOURNAL OF APPROXIMATE REASONING

Object based image analysis for remote sensing

(2009) T. Blaschke   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING