An improved non-uniformity correction algorithm and its hardware implementation on FPGA | |
Rong Shenghui1; Zhou Huixin1; Wen Zhigang2,3; Qin Hanlin1; Qian Kun1; Cheng Kuanhong1; Zhou, Huixin (hxzhou@mail.xidian.edu.cn) | |
作者部门 | 光谱成像技术实验室 |
2017-09-01 | |
发表期刊 | INFRARED PHYSICS & TECHNOLOGY
![]() |
ISSN | 1350-4495 |
卷号 | 85页码:410-420 |
产权排序 | 3 |
摘要 | The Non-uniformity of Infrared Focal Plane Arrays (IRFPA) severely degrades the infrared image quality. An effective non-uniformity correction (NUC) algorithm is necessary for an IRFPA imaging and application system. However traditional scene-based NUC algorithm suffers the image blurring and artificial ghosting. In addition, few effective hardware platforms have been proposed to implement corresponding NUC algorithms. Thus, this paper proposed an improved neural-network based NUC algorithm by the guided image filter and the projection-based motion detection algorithm. First, the guided image filter is utilized to achieve the accurate desired image to decrease the artificial ghosting. Then a projection based moving detection algorithm is utilized to determine whether the correction coefficients should be updated or not. In this way the problem of image blurring can be overcome. At last, an FPGA-based hardware design is introduced to realize the proposed NUC algorithm. A real and a simulated infrared image sequences are utilized to verify the performance of the proposed algorithm. Experimental results indicated that the proposed NUC algorithm can effectively eliminate the fix pattern noise with less image blurring and artificial ghosting. The proposed hardware design takes less logic elements in FPGA and spends less clock cycles to process one frame of image. (C) 2017 Published by Elsevier B.V. |
文章类型 | Article |
关键词 | Infrared Focal Plane Array Non-uniformity Correction Neural Network Guided Filter Motion Detection Fpga |
WOS标题词 | Science & Technology ; Technology ; Physical Sciences |
DOI | 10.1016/j.infrared.2017.07.007 |
收录类别 | SCI ; EI |
关键词[WOS] | FOCAL-PLANE ARRAYS ; INFRARED IMAGE SEQUENCES ; FILTER ; PASS |
语种 | 英语 |
WOS研究方向 | Instruments & Instrumentation ; Optics ; Physics |
项目资助者 | National Natural Science Foundation of China(61675160 ; 863 Program of China(2014AA8098089C) ; 61265006 ; 61401343) |
WOS类目 | Instruments & Instrumentation ; Optics ; Physics, Applied |
WOS记录号 | WOS:000411546800052 |
引用统计 | |
文献类型 | 期刊论文 |
条目标识符 | http://ir.opt.ac.cn/handle/181661/29227 |
专题 | 光谱成像技术研究室 |
通讯作者 | Zhou, Huixin (hxzhou@mail.xidian.edu.cn) |
作者单位 | 1.Xidian Univ, Sch Phys & Optoelect Engn, Xian, Shaanxi, Peoples R China 2.Chinese Acad Sci, Xian Inst Opt & Precis Mech, Xian, Shaanxi, Peoples R China 3.Chinese Acad Sci, Key Lab Spectral Imaging Technol, Xian, Shaanxi, Peoples R China |
推荐引用方式 GB/T 7714 | Rong Shenghui,Zhou Huixin,Wen Zhigang,et al. An improved non-uniformity correction algorithm and its hardware implementation on FPGA[J]. INFRARED PHYSICS & TECHNOLOGY,2017,85:410-420. |
APA | Rong Shenghui.,Zhou Huixin.,Wen Zhigang.,Qin Hanlin.,Qian Kun.,...&Zhou, Huixin .(2017).An improved non-uniformity correction algorithm and its hardware implementation on FPGA.INFRARED PHYSICS & TECHNOLOGY,85,410-420. |
MLA | Rong Shenghui,et al."An improved non-uniformity correction algorithm and its hardware implementation on FPGA".INFRARED PHYSICS & TECHNOLOGY 85(2017):410-420. |
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 | ||
An improved non-unif(1817KB) | 期刊论文 | 出版稿 | 限制开放 | CC BY-NC-SA | 请求全文 |
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