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A Lane-Level Road Marking Map Using a Monocular Camera | |
Wonje Jang; Junhyuk Hyun; Jhonghyun An; Minho Cho; Euntai Kim | |
发表期刊 | IEEE/CAA Journal of Automatica Sinica
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ISSN | 2329-9266 |
2022 | |
卷号 | 9期号:1页码:187-204 |
摘要 | The essential requirement for precise localization of a self-driving car is a lane-level map which includes road markings (RMs). Obviously, we can build the lane-level map by running a mobile mapping system (MMS) which is equipped with a high-end 3D LiDAR and a number of high-cost sensors. This approach, however, is highly expensive and ineffective since a single high-end MMS must visit every place for mapping. In this paper, a lane-level RM mapping system using a monocular camera is developed. The developed system can be considered as an alternative to expensive high-end MMS. The developed RM map includes the information of road lanes (RLs) and symbolic road markings (SRMs). First, to build a lane-level RM map, the RMs are segmented at pixel level through the deep learning network. The network is named RMNet. The segmented RMs are then gathered to build a lane-level RM map. Second, the lane-level map is improved through loop-closure detection and graph optimization. To train the RMNet and build a lane-level RM map, a new dataset named SeRM set is developed. The set is a large dataset for lane-level RM mapping and it includes a total of 25157 pixel-wise annotated images and 21000 position labeled images. Finally, the proposed lane-level map building method is applied to SeRM set and its validity is demonstrated through experimentation. |
关键词 | Autonomous driving lane-level map road lane road marking map symbolic road marking weighted loss |
DOI | 10.1109/JAS.2021.1004293 |
引用统计 | |
文献类型 | 期刊论文 |
条目标识符 | http://ir.ia.ac.cn/handle/173211/45984 |
专题 | 学术期刊_IEEE/CAA Journal of Automatica Sinica |
推荐引用方式 GB/T 7714 | Wonje Jang,Junhyuk Hyun,Jhonghyun An,et al. A Lane-Level Road Marking Map Using a Monocular Camera[J]. IEEE/CAA Journal of Automatica Sinica,2022,9(1):187-204. |
APA | Wonje Jang,Junhyuk Hyun,Jhonghyun An,Minho Cho,&Euntai Kim.(2022).A Lane-Level Road Marking Map Using a Monocular Camera.IEEE/CAA Journal of Automatica Sinica,9(1),187-204. |
MLA | Wonje Jang,et al."A Lane-Level Road Marking Map Using a Monocular Camera".IEEE/CAA Journal of Automatica Sinica 9.1(2022):187-204. |
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JAS-2021-0284.pdf(30873KB) | 期刊论文 | 出版稿 | 开放获取 | CC BY-NC-SA | 浏览 下载 |
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