| 题名 | Rain Rendering and Construction of Rain Vehicle Color-24 Dataset |
| 作者 | |
| 通讯作者 | Hu, Mingdi; Jing, Bingyi |
| 发表日期 | 2022-09-01
|
| DOI | |
| 发表期刊 | |
| EISSN | 2227-7390
|
| 卷号 | 10期号:17 |
| 摘要 | The fine identification of vehicle color can assist in criminal investigation or intelligent traffic management law enforcement. Since almost all vehicle-color datasets that are used to train models are collected in good weather, the existing vehicle-color recognition algorithms typically show poor performance for outdoor visual tasks. In this paper we construct a new Rain Vehicle Color-24 dataset by rain-image rendering using PS technology and a SyRaGAN algorithm based on the Vehicle Color-24 dataset. The dataset contains a total of 40,300 rain images with 125 different rain patterns, which can be used to train deep neural networks for specific vehicle-color recognition tasks. Experiments show that the vehicle-color recognition algorithms trained on the new dataset Rain Vehicle Color-24 improve accuracy to around 72% and 90% on rainy and sunny days, respectively. The code is available at humingdi2005@github.com. |
| 关键词 | |
| 相关链接 | [来源记录] |
| 收录类别 | |
| 语种 | 英语
|
| 重要成果 | ESI高被引
|
| 学校署名 | 通讯
|
| 资助项目 | National Natural Science Foundation of China[62071378]
; Shaanxi Province International Science and Technology Cooperation Program[2022KW-04]
; Xi'an Science and Technology Plan Project[21XJZZ0072]
|
| WOS研究方向 | Mathematics
|
| WOS类目 | Mathematics
|
| WOS记录号 | WOS:000851673900001
|
| 出版者 | |
| 来源库 | Web of Science
|
| 引用统计 |
被引频次[WOS]：9
|
| 成果类型 | 期刊论文 |
| 条目标识符 | http://sustech.caswiz.com/handle/2SGJ60CL/401518 |
| 专题 | 理学院_统计与数据科学系 |
| 作者单位 | 1.Xian Univ Posts & Telecommun, Sch Commun & Informat Engn, Changan West St, Xian 710121, Peoples R China 2.Southern Univ Sci & Technol, Dept Stat & Data Sci, 1088 Xueyuan Ave, Shenzhen 518055, Peoples R China |
| 通讯作者单位 | 统计与数据科学系 |
| 推荐引用方式 GB/T 7714 |
Hu, Mingdi,Wang, Chenrui,Yang, Jingbing,et al. Rain Rendering and Construction of Rain Vehicle Color-24 Dataset[J]. MATHEMATICS,2022,10(17).
|
| APA |
Hu, Mingdi,Wang, Chenrui,Yang, Jingbing,Wu, Yi,Fan, Jiulun,&Jing, Bingyi.(2022).Rain Rendering and Construction of Rain Vehicle Color-24 Dataset.MATHEMATICS,10(17).
|
| MLA |
Hu, Mingdi,et al."Rain Rendering and Construction of Rain Vehicle Color-24 Dataset".MATHEMATICS 10.17(2022).
|
| 条目包含的文件 | 条目无相关文件。 | |||||
除非特别说明，本系统中所有内容都受版权保护，并保留所有权利。
; 
修改评论