Identifying Soil Erosion Processes in Alpine Grasslands on Aerial Imagery with a U-Net Convolutional Neural Network

Mapping Landslides on EO Data: Performance of Deep Learning Models vs. Traditional Machine Learning Models

(2020) Nikhil Prakash et al.   Remote Sensing

Object-Based Mapping of Gullies Using Optical Images: A Case Study in the Black Soil Region, Northeast of China

(2020) Biwei Wang et al.   Remote Sensing

Landslides Information Extraction Using Object-Oriented Image Analysis Paradigm Based on Deep Learning and Transfer Learning

(2020) Heng Lu et al.   Remote Sensing

Mapping and Analyzing the Evolution of the Butangbunasi Landslide Using Landsat Time Series with Respect to Heavy Rainfall Events during Typhoons

(2020) Daniel Hölbling et al.   Applied Sciences-Basel

Deep learning in environmental remote sensing: Achievements and challenges

(2020) Qiangqiang Yuan et al.   REMOTE SENSING OF ENVIRONMENT

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

(2019) Omid Ghorbanzadeh et al.   Remote Sensing

Fully Convolutional Networks and Geographic Object-Based Image Analysis for the Classification of VHR Imagery

(2019) Nicholus Mboga et al.   Remote Sensing

Mapping Impervious Surfaces in Town–Rural Transition Belts Using China’s GF-2 Imagery and Object-Based Deep CNNs

(2019) Yongyong Fu et al.   Remote Sensing

Using the wide-range attention U-Net for road segmentation

(2019) Man Yuan et al.   Remote Sensing Letters

An object-based and heterogeneous segment filter convolutional neural network for high-resolution remote sensing image classification

(2019) Xin Pan et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

Monthly RUSLE soil erosion risk of Swiss grasslands

(2019) Simon Schmidt et al.   Journal of Maps

Meta-analysis of deep neural networks in remote sensing: A comparative study of mono-temporal classification to support vector machines

(2019) Shahriar S. Heydari et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

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

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

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

(2019) Yaning Yi et al.   Remote Sensing

Multiscale Road Extraction in Remote Sensing Images

(2019) Aziguli Wulamu et al.   Computational Intelligence and Neuroscience

CDnet: CNN-Based Cloud Detection for Remote Sensing Imagery

(2019) Jingyu Yang et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Forest Damage Assessment Using Deep Learning on High Resolution Remote Sensing Data

(2019) Zayd Mahmoud Hamdi et al.   Remote Sensing

Using a U-net convolutional neural network to map woody vegetation extent from high resolution satellite imagery across Queensland, Australia

(2019) Neil Flood et al.   International Journal of Applied Earth Observation and Geoinformation

Convolutional Neural Networks enable efficient, accurate and fine-grained segmentation of plant species and communities from high-resolution UAV imagery

(2019) Teja Kattenborn et al.   Scientific Reports

Automated Extraction of Antarctic Glacier and Ice Shelf Fronts from Sentinel-1 Imagery Using Deep Learning

(2019) Celia A. Baumhoer et al.   Remote Sensing

Automated Method of Road Extraction from Aerial Images Using a Deep Convolutional Neural Network

(2019) Tamara Alshaikhli et al.   Applied Sciences-Basel

Comparing different multiple flow algorithms to calculate RUSLE factors of slope length (L) and slope steepness (S) in Switzerland

(2019) P. Bircher et al.   GEOMORPHOLOGY

Spatio-temporal pattern of soil degradation in a Swiss Alpine grassland catchment

(2019) Lauren Zweifel et al.   REMOTE SENSING OF ENVIRONMENT

Road Extraction by Deep Residual U-Net

(2018) Zhengxin Zhang et al.   IEEE Geoscience and Remote Sensing Letters

Mapping spatio-temporal dynamics of the cover and management factor (C-factor) for grasslands in Switzerland

(2018) Simon Schmidt et al.   REMOTE SENSING OF ENVIRONMENT

Urban land-use mapping using a deep convolutional neural network with high spatial resolution multispectral remote sensing imagery

(2018) Bo Huang et al.   REMOTE SENSING OF ENVIRONMENT

An object-based convolutional neural network (OCNN) for urban land use classification

(2018) Ce Zhang et al.   REMOTE SENSING OF ENVIRONMENT

Building Extraction in Very High Resolution Remote Sensing Imagery Using Deep Learning and Guided Filters

(2018) Yongyang Xu et al.   Remote Sensing

Short-Term Impacts of Livestock Grazing on Vegetation and Track Formation in a High Mountain Environment: A Case Study from the Himalayan Miyar Valley (India)

(2018) Michal Apollo et al.   Sustainability

Deep-learning Versus OBIA for Scattered Shrub Detection with Google Earth Imagery: Ziziphus lotus as Case Study

(2017) Emilio Guirado et al.   Remote Sensing

Radio frequency interference mitigation using deep convolutional neural networks

(2017) J. Akeret et al.   Astronomy and Computing

An object-based approach for semi-automated landslide change detection and attribution of changes to landslide classes in northern Taiwan

(2015) Daniel Hölbling et al.   Earth Science Informatics

An attempt to estimate tolerable soil erosion rates by matching soil formation with denudation in Alpine grasslands

(2014) Christine Alewell et al.   JOURNAL OF SOILS AND SEDIMENTS

Automated Extraction of Shallow Erosion Areas Based on Multi-Temporal Ortho-Imagery

(2013) Christoph Wiegand et al.   Remote Sensing

Landslide inventory maps: New tools for an old problem

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

Unmanned Aerial Vehicle (UAV) for Monitoring Soil Erosion in Morocco

(2012) Sebastian d'Oleire-Oltmanns et al.   Remote Sensing

On the measurement of alpine soil erosion

(2011) N. Konz et al.   CATENA

Object-based gully feature extraction using high spatial resolution imagery

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

Object-oriented analysis of multi-temporal panchromatic images for creation of historical landslide inventories

(2011) Tapas R. Martha et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Estimating vegetation parameter for soil erosion assessment in an alpine catchment by means of QuickBird imagery

(2010) K. Meusburger et al.   International Journal of Applied Earth Observation and Geoinformation

Climate and land-use changes affecting river sediment and brown trout in alpine countries—a review

(2008) Karin Scheurer et al.   ENVIRONMENTAL SCIENCE AND POLLUTION RESEARCH

Methods to describe and predict soil erosion in mountain regions

(2008) Christine Alewell et al.   LANDSCAPE AND URBAN PLANNING