Deep Learning Approaches Applied to Remote Sensing Datasets for Road Extraction: A State-Of-The-Art Review

Urban Development Modeling Using Integrated Fuzzy Systems, Ordered Weighted Averaging (OWA), and Geospatial Techniques

(2020) Neda Ghasemkhani et al.   Sustainability

Road segmentation of cross-modal remote sensing images using deep segmentation network and transfer learning

(2019) Hao He et al.   Industrial Robot-The International Journal of Robotics Research and Application

A Y-Net deep learning method for road segmentation using high-resolution visible remote sensing images

(2019) Ye Li et al.   Remote Sensing Letters

Road Extraction from High-Resolution Remote Sensing Imagery Using Refined Deep Residual Convolutional Neural Network

(2019) Lin Gao et al.   Remote Sensing

Road Extraction of High-Resolution Remote Sensing Images Derived from DenseUNet

(2019) Jiang Xin et al.   Remote Sensing

HsgNet: A Road Extraction Network Based on Global Perception of High-Order Spatial Information

(2019) Yan Xie et al.   ISPRS International Journal of Geo-Information

Road Extraction by Deep Residual U-Net

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

UFCN: a fully convolutional neural network for road extraction in RGB imagery acquired by remote sensing from an unmanned aerial vehicle

(2018) Ramesh Kestur et al.   Journal of Applied Remote Sensing

Road Detection From Remote Sensing Images by Generative Adversarial Networks

(2018) Qian Shi et al.   IEEE Access

Road Segmentation in SAR Satellite Images With Deep Fully Convolutional Neural Networks

(2018) Corentin Henry et al.   IEEE Geoscience and Remote Sensing Letters

Road Extraction from High-Resolution Remote Sensing Imagery Using Deep Learning

(2018) Yongyang Xu et al.   Remote Sensing

Road Extraction From a High Spatial Resolution Remote Sensing Image Based on Richer Convolutional Features

(2018) Zhaoli Hong et al.   IEEE Access

Multiscale road centerlines extraction from high-resolution aerial imagery

(2018) Ruyi Liu et al.   NEUROCOMPUTING

Road Structure Refined CNN for Road Extraction in Aerial Image

(2017) Yanan Wei et al.   IEEE Geoscience and Remote Sensing Letters

Convolutional Neural Networks for Large-Scale Remote-Sensing Image Classification

(2017) Emmanuel Maggiori et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Hyperspectral Image Classification Using Deep Pixel-Pair Features

(2017) Wei Li et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Dense Semantic Labeling of Subdecimeter Resolution Images With Convolutional Neural Networks

(2017) Michele Volpi et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Automatic Road Detection and Centerline Extraction via Cascaded End-to-End Convolutional Neural Network

(2017) Guangliang Cheng et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Road Recognition From Remote Sensing Imagery Using Incremental Learning

(2017) Jing Zhang et al.   IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS

SegNet: A Deep Convolutional Encoder-Decoder Architecture for Image Segmentation

(2017) Vijay Badrinarayanan et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

Quality assessment of building footprint data using a deep autoencoder network

(2017) Yongyang Xu et al.   INTERNATIONAL JOURNAL OF GEOGRAPHICAL INFORMATION SCIENCE

Simultaneous extraction of roads and buildings in remote sensing imagery with convolutional neural networks

(2017) Rasha Alshehhi et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Hierarchical graph-based segmentation for extracting road networks from high-resolution satellite images

(2017) Rasha Alshehhi et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Investigation of SVM and Level Set Interactive Methods for Road Extraction from Google Earth Images

(2017) Abolfazl Abdollahi et al.   Journal of the Indian Society of Remote Sensing

Segment-before-Detect: Vehicle Detection and Classification through Semantic Segmentation of Aerial Images

(2017) Nicolas Audebert et al.   Remote Sensing

Road Segmentation of Remotely-Sensed Images Using Deep Convolutional Neural Networks with Landscape Metrics and Conditional Random Fields

(2017) Teerapong Panboonyuen et al.   Remote Sensing

Detection of tomatoes using spectral-spatial methods in remotely sensed RGB images captured by UAV

(2016) J. Senthilnath et al.   BIOSYSTEMS ENGINEERING

Convolutional Neural Network Based Automatic Object Detection on Aerial Images

(2016) Igor Sevo et al.   IEEE Geoscience and Remote Sensing Letters

Road Extraction From Very High Resolution Remote Sensing Optical Images Based on Texture Analysis and Beamlet Transform

(2016) Moslem Ouled Sghaier et al.   IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing

MRF-based segmentation and unsupervised classification for building and road detection in peri-urban areas of high-resolution satellite images

(2016) Ilias Grinias et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

A New Approach to Urban Road Extraction Using High-Resolution Aerial Image

(2016) Jianhua Wang et al.   ISPRS International Journal of Geo-Information

An Object-Based Method for Road Network Extraction in VHR Satellite Images

(2015) Zelang Miao et al.   IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing

Road network extraction: a neural-dynamic framework based on deep learning and a finite state machine

(2015) Jun Wang et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

Automatic registration of UAV-borne sequent images and LiDAR data

(2015) Bisheng Yang et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Analysis on causes of flash flood in Jeddah city (Kingdom of Saudi Arabia) of 2009 and 2011 using multi-sensor remote sensing data and GIS

(2015) Ahmed M. Youssef et al.   Geomatics Natural Hazards & Risk

Transferring Deep Convolutional Neural Networks for the Scene Classification of High-Resolution Remote Sensing Imagery

(2015) Fan Hu et al.   Remote Sensing

Main Road Extraction from ZY-3 Grayscale Imagery Based on Directional Mathematical Morphology and VGI Prior Knowledge in Urban Areas

(2015) Bo Liu et al.   PLoS One

Detecting Cars in UAV Images With a Catalog-Based Approach

(2014) Thomas Moranduzzo et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

GIS-based sustainable city compactness assessment using integration of MCDM, Bayes theorem and RADAR technology

(2014) Saleh Abdullahi et al.   Geocarto International

Preferred Reporting Items for Systematic Reviews and Meta-Analyses: The PRISMA Statement

(2013) David Moher   ANNALS OF INTERNAL MEDICINE

An Integrated Method for Urban Main-Road Centerline Extraction From Optical Remotely Sensed Imagery

(2013) Wenzhong Shi et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Road Extraction From SAR Imagery Based on Multiscale Geometric Analysis of Detector Responses

(2012) Chu He et al.   IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing

Road Extraction from High-Resolution SAR Images via Automatic Local Detecting and Human-Guided Global Tracking

(2012) Jianghua Cheng et al.   International Journal of Antennas and Propagation

Remote sensing of impervious surfaces in the urban areas: Requirements, methods, and trends

(2011) Qihao Weng   REMOTE SENSING OF ENVIRONMENT

Preferred Reporting Items for Systematic Reviews and Meta-Analyses: The PRISMA Statement

(2009) David Moher et al.   PLOS MEDICINE