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
  • [31] SCENE-BASED NON-UNIFORMITY CORRECTION USING COMPRESSIVE SENSING
    Iqbal, Mahboob
    Chen, Jie
    Li, Zhuo
    2011 IEEE INTERNATIONAL GEOSCIENCE AND REMOTE SENSING SYMPOSIUM (IGARSS), 2011, : 977 - 980
  • [32] An improved non-uniformity correction algorithm and its hardware implementation on FPGA
    Rong Shenghui
    Zhou Huixin
    Wen Zhigang
    Qin Hanlin
    Qian Kun
    Cheng Kuanhong
    INFRARED PHYSICS & TECHNOLOGY, 2017, 85 : 410 - 420
  • [33] A new two-point correction algorithm for non-uniformity correction Combined with the information of scene
    Zou Ruibin
    Shi Caicheng
    Mao Erke
    OPTOELECTRONIC IMAGING AND MULTIMEDIA TECHNOLOGY, 2010, 7850
  • [34] An improved non-uniformity correction algorithm and its GPU parallel implementation
    Cheng Kuanhong
    Zhou Huixin
    Qin Hanlin
    Zhao Dong
    Qian Kun
    Rong Shenghui
    INFRARED PHYSICS & TECHNOLOGY, 2018, 90 : 156 - 163
  • [35] New nonuniformity correction algorithm for IRFPA based on neural network
    Li, Qing
    Liu, Shang-Qian
    Wang, Bing-Jian
    Lai, Rui
    Hongwai yu Jiguang Gongcheng/Infrared and Laser Engineering, 2007, 36 (03): : 342 - 344
  • [36] Design of the cooled IRFPA real-time non-uniformity correction system based on FPGA
    Sheng Yicheng
    Yun Lijun
    Shi Junsheng
    Zhang Chao
    2011 INTERNATIONAL CONFERENCE ON OPTICAL INSTRUMENTS AND TECHNOLOGY: OPTICAL SYSTEMS AND MODERN OPTOELECTRONIC INSTRUMENTS, 2011, 8197
  • [37] Neural Network Non-uniformity Correction for Eliminating Low Frequency Noise
    Li, Qian
    Yang, Bo
    Wang, Xiaodong
    Liu, Lidong
    Liu, Chuanming
    Su, Junbo
    FIFTH CONFERENCE ON FRONTIERS IN OPTICAL IMAGING TECHNOLOGY AND APPLICATIONS (FOI 2018), 2018, 10832
  • [38] A curvature filter and PDE based non-uniformity correction algorithm
    Cheng, Kuanhong
    Zhou, Huixin
    Qin, Hanlin
    Zhao, Dong
    Qian, Kun
    Rong, Shenghui
    Yin, Shimin
    INFRARED TECHNOLOGY AND APPLICATIONS, AND ROBOT SENSING AND ADVANCED CONTROL, 2016, 10157
  • [39] TDI CCD Non-Uniformity Correction Algorithm
    Li, Tao
    He, Mingyi
    Lei, Ning
    Li, Chunmei
    Wang, Qingyuan
    ICIEA: 2009 4TH IEEE CONFERENCE ON INDUSTRIAL ELECTRONICS AND APPLICATIONS, VOLS 1-6, 2009, : 1474 - +
  • [40] Scene based non-uniformity correction in thermal images using Kalman filter
    Averbuch, Amir
    Liron, Gabi
    Bobrovsky, Ben Zion
    IMAGE AND VISION COMPUTING, 2007, 25 (06) : 833 - 851