Road Extraction Methods in High-Resolution Remote Sensing Images: A Comprehensive Review
Road extraction from high-resolution remote sensing images is a challenging but hot research topic in the past decades. A large number of methods are invented to deal with this problem. This article provides a comprehensive review of these existing approaches. We classified the methods into heuristi...
| Published in: | IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing |
|---|---|
| Main Authors: | Renbao Lian, Weixing Wang, Nadir Mustafa, Liqin Huang |
| Format: | Article |
| Language: | English |
| Published: |
IEEE
2020-01-01
|
| Subjects: | |
| Online Access: | https://ieeexplore.ieee.org/document/9195124/ |
Similar Items
Narrow road extraction from high-resolution remote sensing images: SWGE-Net and MSIF-Net
by: Zhebin Zhao, et al.
Published: (2024-09-01)
by: Zhebin Zhao, et al.
Published: (2024-09-01)
Complex Mountain Road Extraction in High-Resolution Remote Sensing Images via a Light Roadformer and a New Benchmark
by: Xinyu Zhang, et al.
Published: (2022-09-01)
by: Xinyu Zhang, et al.
Published: (2022-09-01)
A review of road extraction from remote sensing images
by: Weixing Wang, et al.
Published: (2016-06-01)
by: Weixing Wang, et al.
Published: (2016-06-01)
Research on Road Extraction From High-Resolution Remote Sensing Images Based on Improved UNet++
by: Ke Li, et al.
Published: (2024-01-01)
by: Ke Li, et al.
Published: (2024-01-01)
Data Augmentation Method for Extracting Partially Occluded Roads From High Spatial Resolution Remote Sensing Images
by: Xuejun Guo, et al.
Published: (2023-01-01)
by: Xuejun Guo, et al.
Published: (2023-01-01)
Feature Enhancement Attention for Road Extraction in High-Resolution Remote Sensing Image
by: Hang Yu, et al.
Published: (2024-01-01)
by: Hang Yu, et al.
Published: (2024-01-01)
Road Extraction from High Resolution Remote Sensing Images Based on Vector Field Learning
by: Peng Liang, et al.
Published: (2021-05-01)
by: Peng Liang, et al.
Published: (2021-05-01)
Road Extraction From a High Spatial Resolution Remote Sensing Image Based on Richer Convolutional Features
by: Zhaoli Hong, et al.
Published: (2018-01-01)
by: Zhaoli Hong, et al.
Published: (2018-01-01)
A Survey of Deep Learning Road Extraction Algorithms Using High-Resolution Remote Sensing Images
by: Shaoyi Mo, et al.
Published: (2024-03-01)
by: Shaoyi Mo, et al.
Published: (2024-03-01)
HRU-Net: High-Resolution Remote Sensing Image Road Extraction Based on Multi-Scale Fusion
by: Anchao Yin, et al.
Published: (2023-07-01)
by: Anchao Yin, et al.
Published: (2023-07-01)
A Review of Deep Learning-Based Methods for Road Extraction from High-Resolution Remote Sensing Images
by: Ruyi Liu, et al.
Published: (2024-06-01)
by: Ruyi Liu, et al.
Published: (2024-06-01)
VNet: An End-to-End Fully Convolutional Neural Network for Road Extraction From High-Resolution Remote Sensing Data
by: Arnick Abdollahi, et al.
Published: (2020-01-01)
by: Arnick Abdollahi, et al.
Published: (2020-01-01)
Dual-Task Network for Road Extraction From High-Resolution Remote Sensing Images
by: Yuzhun Lin, et al.
Published: (2023-01-01)
by: Yuzhun Lin, et al.
Published: (2023-01-01)
ROAD EXTRACTION FROM HIGH-RESOLUTION SATELLITE IMAGES: CHALLENGES, SOLUTIONS, AND FUTURE DIRECTIONS
by: Prerna Rawat, et al.
Published: (2025-06-01)
by: Prerna Rawat, et al.
Published: (2025-06-01)
Efficient Occluded Road Extraction from High-Resolution Remote Sensing Imagery
by: Dejun Feng, et al.
Published: (2021-12-01)
by: Dejun Feng, et al.
Published: (2021-12-01)
High-Resolution Remote Sensing Image Road Extraction System: Data-Model Collaborative Optimization
by: Suping Cui, et al.
Published: (2025-01-01)
by: Suping Cui, et al.
Published: (2025-01-01)
Vector Road Map Updating from High-Resolution Remote-Sensing Images with the Guidance of Road Intersection Change Detection and Directed Road Tracing
by: Haigang Sui, et al.
Published: (2023-03-01)
by: Haigang Sui, et al.
Published: (2023-03-01)
FMWDCT: Foreground Mixup Into Weighted Dual-Network Cross Training for Semisupervised Remote Sensing Road Extraction
by: Zhi-Hui You, et al.
Published: (2022-01-01)
by: Zhi-Hui You, et al.
Published: (2022-01-01)
Road Extraction from High-Resolution Remote Sensing Imagery Using Refined Deep Residual Convolutional Neural Network
by: Lin Gao, et al.
Published: (2019-03-01)
by: Lin Gao, et al.
Published: (2019-03-01)
Explicitly Integrated Multitask Learning in a Hybrid Network for Remote Sensing Road Extraction
by: Bowen Li, et al.
Published: (2025-01-01)
by: Bowen Li, et al.
Published: (2025-01-01)
TPP-SAM: A Trajectory Point Prompting Segment Anything Model for Zero-Shot Road Extraction From High-Resolution Remote Sensing Imagery
by: Tao Wu, et al.
Published: (2025-01-01)
by: Tao Wu, et al.
Published: (2025-01-01)
Top-to-down segment process based urban road extraction from high-resolution remote sensing image
by: You Wu, et al.
Published: (2022-12-01)
by: You Wu, et al.
Published: (2022-12-01)
FERDNet: High-Resolution Remote Sensing Road Extraction Network Based on Feature Enhancement of Road Directionality
by: Bo Zhong, et al.
Published: (2025-01-01)
by: Bo Zhong, et al.
Published: (2025-01-01)
DeepU-Net: A Parallel Dual-Branch Model for Deeply Fusing Multiscale Features for Road Extraction From High-Resolution Remote Sensing Images
by: Guoqing Zhou, et al.
Published: (2025-01-01)
by: Guoqing Zhou, et al.
Published: (2025-01-01)
Road Extraction from High-Resolution Remote Sensing Images Based on EDRNet Model
by: HE Xiaohui, LI Daidong, LI Panle, HU Shaokai, CHEN Mingyang, TIAN Zhihui, ZHOU Guangsheng
Published: (2021-09-01)
by: HE Xiaohui, LI Daidong, LI Panle, HU Shaokai, CHEN Mingyang, TIAN Zhihui, ZHOU Guangsheng
Published: (2021-09-01)
Road extraction in remote sensing data: A survey
by: Ziyi Chen, et al.
Published: (2022-08-01)
by: Ziyi Chen, et al.
Published: (2022-08-01)
A High-Resolution Remote Sensing Road Extraction Method Based on the Coupling of Global Spatial Features and Fourier Domain Features
by: Hui Yang, et al.
Published: (2024-10-01)
by: Hui Yang, et al.
Published: (2024-10-01)
CE-RoadNet: A Cascaded Efficient Road Network for Road Extraction from High-Resolution Satellite Images
by: Ke-Nan Cheng, et al.
Published: (2025-02-01)
by: Ke-Nan Cheng, et al.
Published: (2025-02-01)
TinyML-enabled fuzzy logic for enhanced road anomaly detection in remote sensing
by: Amna Khatoon, et al.
Published: (2025-07-01)
by: Amna Khatoon, et al.
Published: (2025-07-01)
Road Extraction Network for Remote Sensing Images Based on Multiscale Feature Fusion and Edge-Guided Attention
by: Ke Zhang, et al.
Published: (2025-01-01)
by: Ke Zhang, et al.
Published: (2025-01-01)
Road Extraction from High-Resolution Remote Sensing Images via Local and Global Context Reasoning
by: Jie Chen, et al.
Published: (2023-08-01)
by: Jie Chen, et al.
Published: (2023-08-01)
Reconstruction Bias U-Net for Road Extraction From Optical Remote Sensing Images
by: Ziyi Chen, et al.
Published: (2021-01-01)
by: Ziyi Chen, et al.
Published: (2021-01-01)
LCMorph: Exploiting Frequency Cues and Morphological Perception for Low-Contrast Road Extraction in Remote Sensing Images
by: Xin Li, et al.
Published: (2025-01-01)
by: Xin Li, et al.
Published: (2025-01-01)
Road Extraction from Very-High-Resolution Remote Sensing Images via a Nested SE-Deeplab Model
by: Yeneng Lin, et al.
Published: (2020-09-01)
by: Yeneng Lin, et al.
Published: (2020-09-01)
Transferable Contextual Network for Rural Road Extraction from UAV-Based Remote Sensing Images
by: Jian Wang, et al.
Published: (2025-02-01)
by: Jian Wang, et al.
Published: (2025-02-01)
Novel Framework for 3D Road Extraction Based on Airborne LiDAR and High-Resolution Remote Sensing Imagery
by: Lipeng Gao, et al.
Published: (2021-11-01)
by: Lipeng Gao, et al.
Published: (2021-11-01)
An Improved Method for Road Extraction from High-Resolution Remote-Sensing Images that Enhances Boundary Information
by: Shuai Wang, et al.
Published: (2020-04-01)
by: Shuai Wang, et al.
Published: (2020-04-01)
MixerNet-SAGA A Novel Deep Learning Architecture for Superior Road Extraction in High-Resolution Remote Sensing Imagery
by: Wei Wu, et al.
Published: (2023-09-01)
by: Wei Wu, et al.
Published: (2023-09-01)
Road-MobileSeg: Lightweight and Accurate Road Extraction Model from Remote Sensing Images for Mobile Devices
by: Guangjun Qu, et al.
Published: (2024-01-01)
by: Guangjun Qu, et al.
Published: (2024-01-01)
Semi-Automatic Method of Extracting Road Networks from High-Resolution Remote-Sensing Images
by: Kaili Yang, et al.
Published: (2022-05-01)
by: Kaili Yang, et al.
Published: (2022-05-01)
Similar Items
-
Narrow road extraction from high-resolution remote sensing images: SWGE-Net and MSIF-Net
by: Zhebin Zhao, et al.
Published: (2024-09-01) -
Complex Mountain Road Extraction in High-Resolution Remote Sensing Images via a Light Roadformer and a New Benchmark
by: Xinyu Zhang, et al.
Published: (2022-09-01) -
A review of road extraction from remote sensing images
by: Weixing Wang, et al.
Published: (2016-06-01) -
Research on Road Extraction From High-Resolution Remote Sensing Images Based on Improved UNet++
by: Ke Li, et al.
Published: (2024-01-01) -
Data Augmentation Method for Extracting Partially Occluded Roads From High Spatial Resolution Remote Sensing Images
by: Xuejun Guo, et al.
Published: (2023-01-01)
