Road Extraction from Remote Sensing Images Using the Inner Convolution Integrated Encoder-Decoder Network and Directional Conditional Random Fields

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

(2020) Abolfazl Abdollahi et al.   Remote Sensing

DiResNet: Direction-Aware Residual Network for Road Extraction in VHR Remote Sensing Images

(2020) Lei Ding et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

JointNet: A Common Neural Network for Road and Building Extraction

(2019) Zhengxin Zhang et al.   Remote Sensing

Road Extraction by Using Atrous Spatial Pyramid Pooling Integrated Encoder-Decoder Network and Structural Similarity Loss

(2019) Hao He et al.   Remote Sensing

Road Extraction from Unmanned Aerial Vehicle Remote Sensing Images Based on Improved Neural Networks

(2019) Yuxia Li et al.   SENSORS

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

(2019) Jiang Xin et al.   Remote Sensing

Road Extraction by Deep Residual U-Net

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

Road Structure Refined CNN for Road Extraction in Aerial Image

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

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

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

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

A Shape-Aware Road Detection Method for Aerial Images

(2017) Huan Wang et al.   INTERNATIONAL JOURNAL OF PATTERN RECOGNITION AND ARTIFICIAL INTELLIGENCE

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

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

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

Road networks as collections of minimum cost paths

(2015) Jan Dirk Wegner et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Deep learning

(2015) Yann LeCun et al.   NATURE

Extracting roads based on Retinex and improved Canny operator with shape criteria in vague and unevenly illuminated aerial images

(2012) Ma Ronggui et al.   Journal of Applied Remote Sensing

Application of a Fast Linear Feature Detector to Road Extraction From Remotely Sensed Imagery

(2010) Yuanzheng Shao et al.   IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing