| Title | Rain Rendering and Construction of Rain Vehicle Color-24 Dataset |
| Author | |
| Corresponding Author | Hu, Mingdi; Jing, Bingyi |
| Publication Years | 2022-09-01
|
| DOI | |
| Source Title | |
| EISSN | 2227-7390
|
| Volume | 10Issue:17 |
| Abstract | 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. |
| Keywords | |
| URL | [Source Record] |
| Indexed By | |
| Language | English
|
| Important Publications | ESI Highly Cited Papers
|
| SUSTech Authorship | Corresponding
|
| Funding Project | 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 Research Area | Mathematics
|
| WOS Subject | Mathematics
|
| WOS Accession No | WOS:000851673900001
|
| Publisher | |
| Data Source | Web of Science
|
| Citation statistics |
Cited Times [WOS]:10
|
| Document Type | Journal Article |
| Identifier | http://kc.sustech.edu.cn/handle/2SGJ60CL/401518 |
| Department | Department of Statistics and Data Science |
| Affiliation | 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 |
| Corresponding Author Affilication | Department of Statistics and Data Science |
| Recommended Citation 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).
|
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