| Physical characteristics and spillage detection Using multifeature fusion | |
Liu, Caiyu1; Zhou, Zuofeng2 ; Wu, Qingquan3
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| 2021-12-02 | |
| 会议名称 | 2021 2nd International Conference on Applied Physics and Computing, ICAPC 2021 |
| 会议录名称 | 2021 2nd International Conference on Applied Physics and Computing, ICAPC 2021 - 1. Applied Physics |
| 卷号 | 2083 |
| 期号 | 2 |
| 会议日期 | 2021-09-08 |
| 会议地点 | Ottawa, ON, Canada |
| 出版者 | IOP Publishing Ltd |
| 产权排序 | 1 |
| 摘要 | As an important part of road maintenance, the detection of road sprinkles has attracted extensive attention from scholars. However, after years of research, there are still some problems in the detection of road sprinkles. First of all, the detection accuracy of traditional detection algorithm is deficient. Second, deep learning approaches have great limitations for there are various kinds of sprinkles which makes it difficult to build a data set. In view of the above problems, this paper proposes a road sprinkling detection method based on multi-feature fusion. The characteristics of color, gradient, luminance and neighborhood information were considered in our method. Compared with other traditional methods, our method has higher detection accuracy. In addition, compared with deep learning-based methods, our approach doesn't involve creating a complex data set and reduces costs. The main contributions of this paper are as follows: I. For the first time, the density clustering algorithm is combined with the detection of sprinkles, which provides a new idea for this field. II. The use of multi-feature fusion improves the accuracy and robustness of the traditional method which makes the algorithm usable in many real-world scenarios. © 2021 Institute of Physics Publishing. All rights reserved. |
| 关键词 | spillage detection multi-feature fusion density clustering |
| 作者部门 | 飞行器光学成像与测量技术研究室 |
| DOI | 10.1088/1742-6596/2083/2/022041 |
| 收录类别 | EI |
| 语种 | 英语 |
| ISSN号 | 17426588;17426596 |
| EI入藏号 | 20215111370190 |
| 引用统计 | |
| 文献类型 | 会议论文 |
| 条目标识符 | http://ir.opt.ac.cn/handle/181661/95630 |
| 专题 | 飞行器光学成像与测量技术研究室 |
| 作者单位 | 1.Xi'an Institute of Optics and Precision Mechanics, Chinese Academy of Sciences, Shanxi, Xi'an; 710119, China; 2.University of Chinese Academy of Sciences, Beijing; 100039, China; 3.Xi'an Institute of Optics and Precision Mechanics, Cas Industrial Development Co. Ltd., Xian; 710018, China |
| 推荐引用方式 GB/T 7714 | Liu, Caiyu,Zhou, Zuofeng,Wu, Qingquan. Physical characteristics and spillage detection Using multifeature fusion[C]:IOP Publishing Ltd,2021. |
| 条目包含的文件 | ||||||
| 文件名称/大小 | 文献类型 | 版本类型 | 开放类型 | 使用许可 | ||
| Physical characteris（1445KB） | 会议论文 | 限制开放 | CC BY-NC-SA | 请求全文 | ||
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