chaoer / Road-Extraction-Papers

Papers on road network extraction during 2018-2020 period

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Road Extraction Papers

A collection of road extraction papers.

Outline

Methods

Name Paper Source Code/Project
Road Segmentation using U-Net architecture Morgeo 2020 [Code]
Graph Convolutional Networks for Road Networks IEEE T-ITS 2020 [Code]
VecRoad Point-based Iterative Graph Exploration for Road Graphs Extraction CVPR 2020 [Code]
Sat2Graph Road Graph Extraction through Graph-Tensor Encoding ECCV 2020 [Code]
RoadTagger Robust Road Attribute Inference with Graph Neural Networks AAAI 2020 [Code]
DiResNet Direction-aware Residual Network for Road Extraction in VHR Remote Sensing Images TGRS 2020 [Code]
ASPN Road Segmentation for Remote Sensing Images using Adversarial Spatial Pyramid Networks TGRS 2020 [Code]
Real-Time Physics-Based Removal of Shadows and Shading From Road Surfaces CVPR 2019
Improved Road Connectivity by Joint Learning of Orientation and Segmentation CVPR 2019 [Code]
Multi-Scale Enhanced Deep Network for Road Detection IGARSS 2019
An Optimized Residual Network with Block-soft Clustering for Road Extraction from Remote Sensing Imagery IAEAC 2019
A Two-Step Deep Convolution Neural Network for Road Extraction from Aerial Images SPIN 2019
A novel dominant feature driven urban road extraction method IGARSS 2019
Image-Conditioned Graph Generation for Road Network Extraction NIPS 2019 [Code]
SIINet Road Extraction Using Road-Specific Contextual Information ISPRS 2019 [Code]
Roadmap Generation using a Multi-stage Ensemble of Deep Neural Networks with Smoothing-Based Optimization CVPR 2018
Stacked U-Nets with Multi-output for Road Extraction CVPR 2018
Narrow Road Extraction from Remote Sensing Images Based on Super-Resolution Convolutional Neural Network IGARSS 2018
D-LinkNet Fully Convolutional Network for Automatic Road Extraction from Satellite Imagery CVPR 2018 [Code]
EOSResUNet Road detection with EOSResUNet and post vectorizing algorithm CVPR 2018
RoadTracer Automatic Extraction of Road Networks from Aerial Images CVPR 2018 [Code]
Iterative Deep Learning for Road Topology Extraction BMVC 2018 [Code]
A Method of Road Extraction from High Resolution Remote Image Based on Delaunay Algorithms ICRIS 2018

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Papers on road network extraction during 2018-2020 period