Landslide susceptibility mapping using multiscale sampling strategy and convolutional neural network: A case study in Jiuzhaigou region

Different sampling strategies for predicting landslide susceptibilities are deemed less consequential with deep learning

(2020) Jie Dou et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Effectiveness assessment of Keras based deep learning with different robust optimization algorithms for shallow landslide susceptibility mapping at tropical area

(2020) Viet-Ha Nhu et al.   CATENA

Comparing the prediction performance of a Deep Learning Neural Network model with conventional machine learning models in landslide susceptibility assessment

(2020) Dieu Tien Bui et al.   CATENA

A spatially explicit deep learning neural network model for the prediction of landslide susceptibility

(2020) Dong Van Dao et al.   CATENA

Integration of convolutional neural network and conventional machine learning classifiers for landslide susceptibility mapping

(2020) Zhice Fang et al.   COMPUTERS & GEOSCIENCES

Spatial predicting of flood potential areas using novel hybridizations of fuzzy decision-making, bivariate statistics, and machine learning

(2020) Romulus Costache et al.   JOURNAL OF HYDROLOGY

Assessment of advanced random forest and decision tree algorithms for modeling rainfall-induced landslide susceptibility in the Izu-Oshima Volcanic Island, Japan

(2019) Jie Dou et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Earthquake‐induced chains of geologic hazards: patterns, mechanisms, and impacts

(2019) Xuanmei Fan et al.   REVIEWS OF GEOPHYSICS

Landslide spatial modelling using novel bivariate statistical based Naïve Bayes, RBF Classifier, and RBF Network machine learning algorithms

(2019) Qingfeng He et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Comparison of convolutional neural networks for landslide susceptibility mapping in Yanshan County, China

(2019) Yi Wang et al.   SCIENCE OF THE TOTAL ENVIRONMENT

A comparison of statistical methods and multi-criteria decision making to map flood hazard susceptibility in Northern Iran

(2019) Alireza Arabameri et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Uncertainties of prediction accuracy in shallow landslide modeling: Sample size and raster resolution

(2019) Ataollah Shirzadi et al.   CATENA

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

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

Torrential rainfall-triggered shallow landslide characteristics and susceptibility assessment using ensemble data-driven models in the Dongjiang Reservoir Watershed, China

(2019) Jie Dou et al.   NATURAL HAZARDS

Semantic Segmentation of Urban Buildings from VHR Remote Sensing Imagery Using a Deep Convolutional Neural Network

(2019) Yaning Yi et al.   Remote Sensing

New Ensemble Models for Shallow Landslide Susceptibility Modeling in a Semi-Arid Watershed

(2019) Dieu Tien Bui et al.   Forests

Improved landslide assessment using support vector machine with bagging, boosting, and stacking ensemble machine learning framework in a mountainous watershed, Japan

(2019) Jie Dou et al.   Landslides

Identification of torrential valleys using GIS and a novel hybrid integration of artificial intelligence, machine learning and bivariate statistics

(2019) Romulus Costache et al.   CATENA

Application of convolutional neural networks featuring Bayesian optimization for landslide susceptibility assessment

(2019) Maher Ibrahim Sameen et al.   CATENA

A similarity-based approach to sampling absence data for landslide susceptibility mapping using data-driven methods

(2019) A-Xing Zhu et al.   CATENA

Landslide susceptibility hazard map in southwest Sweden using artificial neural network

(2019) Abbas Abbaszadeh Shahri et al.   CATENA

A review of statistically-based landslide susceptibility models

(2018) Paola Reichenbach et al.   EARTH-SCIENCE REVIEWS

Seismogenic fault and topography control on the spatial patterns of landslides triggered by the 2017 Jiuzhaigou earthquake

(2018) Chun-hao Wu et al.   Journal of Mountain Science

Implementing landslide path dependency in landslide susceptibility modelling

(2018) Jalal Samia et al.   Landslides

Coseismic landslides triggered by the 8th August 2017 Ms 7.0 Jiuzhaigou earthquake (Sichuan, China): factors controlling their spatial distribution and implications for the seismogenic blind fault identification

(2018) Xuanmei Fan et al.   Landslides

Inventory and Spatial Distribution of Landslides Triggered by the 8th August 2017 MW 6.5 Jiuzhaigou Earthquake, China

(2018) Yingying Tian et al.   Journal of Earth Science

Characterization and quantification of path dependency in landslide susceptibility

(2017) Jalal Samia et al.   GEOMORPHOLOGY

Accurate Object Localization in Remote Sensing Images Based on Convolutional Neural Networks

(2017) Yang Long et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

A new deep convolutional neural network for fast hyperspectral image classification

(2017) M.E. Paoletti et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Semantic labeling in very high resolution images via a self-cascaded convolutional neural network

(2017) Yongcheng Liu et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Presentation and Analysis of a Worldwide Database of Earthquake-Induced Landslide Inventories

(2017) Hakan Tanyaş et al.   JOURNAL OF GEOPHYSICAL RESEARCH-EARTH SURFACE

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

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

Exploring discrepancies between quantitative validation results and the geomorphic plausibility of statistical landslide susceptibility maps

(2016) Stefan Steger et al.   GEOMORPHOLOGY

Learning multiscale and deep representations for classifying remotely sensed imagery

(2016) Wenzhi Zhao et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

A modified frequency ratio method for landslide susceptibility assessment

(2016) Langping Li et al.   Landslides

Do landslides follow landslides? Insights in path dependency from a multi-temporal landslide inventory

(2016) Jalal Samia et al.   Landslides

Database and spatial distribution of landslides triggered by the Lushan, China Mw 6.6 earthquake of 20 April 2013

(2015) Chong Xu et al.   GEOMORPHOLOGY

Global research trends in landslides during 1991–2014: a bibliometric analysis

(2015) Xueling Wu et al.   Landslides

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

Geomorphic and geologic controls of geohazards induced by Nepals 2015 Gorkha earthquake

(2015) J. S. Kargel et al.   SCIENCE

An expert knowledge-based approach to landslide susceptibility mapping using GIS and fuzzy logic

(2014) A-Xing Zhu et al.   GEOMORPHOLOGY

Karst collapse susceptibility mapping considering peak ground acceleration in a rapidly growing urban area

(2013) Kyriaki Papadopoulou-Vrynioti et al.   ENGINEERING GEOLOGY

An assessment on the use of bivariate, multivariate and soft computing techniques for collapse susceptibility in GIS environ

(2013) IŞIK YILMAZ et al.   Journal of Earth System Science

Debris flows and their toll on human life: a global analysis of debris-flow fatalities from 1950 to 2011

(2013) Casey A. Dowling et al.   NATURAL HAZARDS

Application of the analytical hierarchy process (AHP) for landslide susceptibility mapping: A case study from the Tinau watershed, west Nepal

(2012) P. Kayastha et al.   COMPUTERS & GEOSCIENCES

A comparative study on the predictive ability of the decision tree, support vector machine and neuro-fuzzy models in landslide susceptibility mapping using GIS

(2012) Biswajeet Pradhan   COMPUTERS & GEOSCIENCES

Landslide susceptibility assessment using SVM machine learning algorithm

(2011) Miloš Marjanović et al.   ENGINEERING GEOLOGY

GIS-based assessment of landslide susceptibility on the base of the Weights-of-Evidence model

(2011) Bettina Neuhäuser et al.   Landslides

Landslide susceptibility mapping in Injae, Korea, using a decision tree

(2010) Young-Kwang Yeon et al.   ENGINEERING GEOLOGY

Landslide susceptibility zonation of the Chamoli region, Garhwal Himalayas, using logistic regression model

(2010) Shivani Chauhan et al.   Landslides

Weights-of-evidence model applied to landslide susceptibility mapping in a tropical hilly area

(2010) Biswajeet Pradhan et al.   Geomatics Natural Hazards & Risk

The Wenchuan Earthquake (May 12, 2008), Sichuan Province, China, and resulting geohazards

(2009) Peng Cui et al.   NATURAL HAZARDS

Guidelines for landslide susceptibility, hazard and risk zoning for land use planning

(2008) Robin Fell et al.   ENGINEERING GEOLOGY

Spatial data for landslide susceptibility, hazard, and vulnerability assessment: An overview

(2008) Cees J. van Westen et al.   ENGINEERING GEOLOGY

GIS-based landslide susceptibility mapping for the 2005 Kashmir earthquake region

(2008) Ulrich Kamp et al.   GEOMORPHOLOGY