A Fog Covered Object Recognition Algorithm Based On Space And Frequency Network | |
Cui, Ying; Qiu, Shi; Li, Tong | |
刊名 | INTELLIGENT AUTOMATION AND SOFT COMPUTING |
2021 | |
卷号 | 28期号:2页码:417-428 |
关键词 | Foggy image fog concentration estimation target object recognition fog removal deep learning |
ISSN号 | 1079-8587;2326-005X |
DOI | 10.32604/iasc.2021.016802 |
产权排序 | 2 |
英文摘要 | It is difficult to recognize a target object from foggy images. Aiming at solving this problem, a new algorithm is thereby proposed. Fog concentration estimation is the prerequisite for image defogging. Due to the uncertainty of fog distribution, a fog concentration estimation model is accordingly proposed. Establish the brightness and gradient model in the spatial domain, and establish the FFT model in the frequency domain. Also, a multiple branch network framework is established to realize the qualitative estimation of the fog concentration in images based on comprehensive analysis from spatial and frequency domain levels. In the aspect of foggy image target recognition, a residual network is introduced based on Fast RCNN network structure. The fog concentration information is added into the target recognition function to realize accurate recognition of target from foggy images. Experimental results show that the accuracy of AOM is higher than 81 under different fog concentration indoors and outdoors. |
语种 | 英语 |
出版者 | TECH SCIENCE PRESS |
WOS记录号 | WOS:000640542700009 |
内容类型 | 期刊论文 |
源URL | [http://ir.opt.ac.cn/handle/181661/94743] |
专题 | 西安光学精密机械研究所_光学影像学习与分析中心 |
通讯作者 | Qiu, Shi |
作者单位 | 1.Univ Calif Los Angeles, Los Angeles, CA 90095 USA 2.Chinese Acad Sci, Xian Inst Opt & Precis Mech, Key Lab Spectral Imaging Technol CAS, Xian 710119, Peoples R China 3.Engn Univ PAP, Coll Equipment Management & Support, Xian 710086, Peoples R China |
推荐引用方式 GB/T 7714 | Cui, Ying,Qiu, Shi,Li, Tong. A Fog Covered Object Recognition Algorithm Based On Space And Frequency Network[J]. INTELLIGENT AUTOMATION AND SOFT COMPUTING,2021,28(2):417-428. |
APA | Cui, Ying,Qiu, Shi,&Li, Tong.(2021).A Fog Covered Object Recognition Algorithm Based On Space And Frequency Network.INTELLIGENT AUTOMATION AND SOFT COMPUTING,28(2),417-428. |
MLA | Cui, Ying,et al."A Fog Covered Object Recognition Algorithm Based On Space And Frequency Network".INTELLIGENT AUTOMATION AND SOFT COMPUTING 28.2(2021):417-428. |
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