Non-Uniformity Correction Algorithm for IRFPA Based on Local Scene Statistics and Improved Neural Network

被引:0
|
作者
Dai, Shaosheng [1 ]
Chen, Changchuan [1 ]
Wu, Chuanxi [1 ]
机构
[1] Chongqing Univ Posts & Telecommun, Chongqing Key Lab Signal & Informat Proc, Chongqing 400065, Peoples R China
关键词
IRFPA; non-uniformity correction; neural network; local scene statistics;
D O I
暂无
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
In this paper a new non-uniformity correction algorithm is proposed which is based on local scene statistics and improved neural network. The new algorithm firstly uses local scene statistics to filter out low frequency noise over infrared image and reduce the ghosting artifacts of a previously developed scene-based non-uniformity correction method, then uses improved neural network algorithm to correct the non-uniformity of infrared focal plane array (IRFPA). Experiments show that the proposed algorithm can effectively filter out low frequency noise and improve corrected image quality.
引用
收藏
页码:378 / 381
页数:4
相关论文
共 50 条
  • [21] Adaptive Neural Network Non-Uniformity Correction Based on Edge Detection
    Liu, Xiu
    Lin, Zhaorong
    Song, Liguo
    Wen Gaojin
    Liu, Yong
    2012 5TH INTERNATIONAL CONGRESS ON IMAGE AND SIGNAL PROCESSING (CISP), 2012, : 288 - 293
  • [22] Research of IRFPA Non-uniformity Real-time Correction Based on SOPC
    Li, Bing
    Yang, Zhengyu
    Ma, Bao
    ADVANCED MATERIALS AND COMPUTER SCIENCE, PTS 1-3, 2011, 474-476 : 277 - 282
  • [23] Scene-based non-uniformity correction: From algorithm to implementation on a smart camera
    Toczek, T.
    Hamdi, F.
    Heyrman, B.
    Dubois, J.
    Miteran, J.
    Ginhac, D.
    JOURNAL OF SYSTEMS ARCHITECTURE, 2013, 59 (10) : 833 - 846
  • [24] Testing an Improved Gain Equalization Non-uniformity Correction Algorithm
    Lovejoy, McKenna R.
    Wickert, Mark A.
    2018 IEEE AEROSPACE CONFERENCE, 2018,
  • [25] Non-uniformity correction algorithm for IRFPA based on motion controllable micro-scanning and perimeter diaphragm strips
    Liu, Chong-liang
    Jin, Wei-qi
    Cao, Yang
    Liu, Xiu
    Liu, Bin
    Chen, Yan
    OPTIK, 2011, 122 (19): : 1764 - 1769
  • [26] Space projection estimator and temporal iteration scene-based non-uniformity correction algorithm
    Xu, Hong-Lie
    Chen, Qian
    Sui, Xiu-Bao
    Ren, Jian-Le
    Ren, Kan
    Hongwai Yu Haomibo Xuebao/Journal of Infrared and Millimeter Waves, 2015, 34 (06): : 710 - 715
  • [27] A new scene-based non-uniformity correction algorithm for infrared focal plane array
    Wang, Q.
    Dai, J. M.
    Sun, X. G.
    Wang, Y. L.
    4TH INTERNATIONAL SYMPOSIUM ON INSTRUMENTATION SCIENCE AND TECHNOLOGY (ISIST' 2006), 2006, 48 : 403 - 407
  • [28] Space projection estimator and temporal iteration scene-based non-uniformity correction algorithm
    Xu Hong-Lie
    Chen Qian
    Sui Xiu-Bao
    Ren Jian-Le
    Ren Kan
    JOURNAL OF INFRARED AND MILLIMETER WAVES, 2015, 34 (06) : 710 - 715
  • [29] Non-uniformity correction algorithm for decomposing the non-uniformity character of Infrared FPA
    He Ming
    Wang Ya-Di
    Wang Xin-sai
    Lu Jian-fang
    Liu Yu
    Zhu Yu-na
    6TH INTERNATIONAL SYMPOSIUM ON ADVANCED OPTICAL MANUFACTURING AND TESTING TECHNOLOGIES: OPTICAL SYSTEM TECHNOLOGIES FOR MANUFACTURING AND TESTING, 2012, 8420
  • [30] Scene-Based Non-Uniformity Correction with Readout Noise Compensation
    Buerker, Martin
    Lensch, Hendrik P. A.
    IMAGE AND VIDEO TECHNOLOGY, PSIVT 2015, 2016, 9431 : 321 - 331