Road junction extraction in high-resolution SAR images via morphological detection and shape identification

被引：11

作者：

Cheng, Jianghua ^{[1
]}

Jin, Tian ^{[1
]}

Ku, Xishu ^{[1
]}

Sun, Jixiang ^{[1
]}

机构：

[1] Natl Univ Def Technol, Coll Elect Sci & Engn, Changsha 410073, Hunan, Peoples R China

来源：

REMOTE SENSING LETTERS | 2013年 / 4卷 / 03期

关键词：

AERIAL IMAGES; TRACKING;

D O I：

10.1080/2150704X.2012.726751

中图分类号：

TP7 [遥感技术];

学科分类号：

081102 ; 0816 ; 081602 ; 083002 ; 1404 ;

摘要：

Road junctions are important components of a road network. Therefore, if road junctions are identified accurately, the quality of road extraction can be improved. However, they are often neglected by most methods for road extraction. This letter presents a road junction extraction method with two stages. First, global detection is performed to find the centre positions of the road junction candidates by using morphological operators. Second, the shape of a road junction is identified based on a valley-finding algorithm. The proposed method is validated by airborne synthetic aperture radar (SAR) images of 1 m resolution. The results indicate that the proposed method has a higher recognition rate than two other methods and is robust to various interferences.

引用

页码：296 / 305

页数：10

共 46 条

[41] Object Detection in Very High-Resolution Aerial Images Using One-Stage Densely Connected Feature Pyramid Network [J].

Tayara, Hilal ;

Chong, Kil To .

SENSORS, 2018, 18 (10)

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

Grinias, Ilias ;

Panagiotakis, Costas ;

Tziritas, Georgios .

ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING, 2016, 122 :145-166

[43] SVA-SSD: saliency visual attention single shot detector for building detection in low contrast high-resolution satellite images [J].

Shahin, Ahmed, I ;

Almotairi, Sultan .

PEERJ COMPUTER SCIENCE, 2021, 7 :1-26

[44] 3-D Building Instance Extraction From High-Resolution Remote Sensing Images and DSM With an End-to-End Deep Neural Network [J].

Yu, Dawen ;

Ji, Shunping ;

Wei, Shiqing ;

Khoshelham, Kourosh .

IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2024, 62 :1-19

[45] Building Extraction from High Spatial Resolution Remote Sensing Images via Multiscale-Aware and Segmentation-Prior Conditional Random Fields [J].

Zhu, Qiqi ;

Li, Zhen ;

Zhang, Yanan ;

Guan, Qingfeng .

REMOTE SENSING, 2020, 12 (23) :1-18

[46] Automatic vehicle detection based on automatic histogram-based fuzzy C-means algorithm and perceptual grouping using very high-resolution aerial imagery and road vector data [J].

Ghaffarian, Saman ;

Gokasar, Ilgin .

JOURNAL OF APPLIED REMOTE SENSING, 2016, 10

← 1 2 3 4 5 →