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基于分段线性模型的卡尔曼滤波非均匀校正算法
引用本文:秦翰林,周慧鑫,刘上乾,简耀波.基于分段线性模型的卡尔曼滤波非均匀校正算法[J].西安电子科技大学学报,2007,34(7):168-172.
作者姓名:秦翰林  周慧鑫  刘上乾  简耀波
作者单位:(1. 西安电子科技大学 技术物理学院,陕西 西安 710071; 2. 华中科技大学 电子工程系,湖北 武汉 430074; 3. 深圳大学 工程技术学院,广东 深圳 518060)
摘    要:为了降低探测器响应的漂移以及非线性对非均匀性校正的影响,提出了一种基于分段线性模型的卡尔曼滤波红外焦平面阵列非均匀性校正算法。该算法引入探测器响应曲线的分段线性模型,对基于卡尔曼滤波器的红外焦平面非均匀性校正算法进行了扩展和改进,不仅能减小探测器的偏置和增益随时间漂移对校正的影响,而且还能消除探测器响应非线性对非均匀性校正性能的影响。一组利用真实红外图像序列进行的实验验证了该算法可获得较好的校正性能。

关 键 词:非均匀校正  卡尔曼滤波  非线性模型  红外焦平面阵列  

Nonuniformity correction algorithm based on the Kalman-filter with a piecewise model for infrared image sequences
QIN Han-lin,ZHOU Hui-Xin,LIU Shang-qian,JIAN Yao-bo.Nonuniformity correction algorithm based on the Kalman-filter with a piecewise model for infrared image sequences[J].Journal of Xidian University,2007,34(7):168-172.
Authors:QIN Han-lin  ZHOU Hui-Xin  LIU Shang-qian  JIAN Yao-bo
Affiliation:(1 School of Technical Physics, Xidian University, Xi’an 710071, China;2.Institute of Optoelectronics Science and Engineering, HUST, Wu’han 430074, China;3.School of Engineer and Technology, ShenZhen University, Shenzhen 518060, China) ;
Abstract:To reduce the effect that the detector nonlinear response imposes on the nonuniformity correction, a nonuniformity correction algorithm based on the Kalman-filter with a piecewise model is presented. This paper introduces a piecewise linear model of a detector response curve. And the Kalman-filter based nonuniformity correction algorithm is improved, which adapts to infrared focal plane arrays with nonlinearity of the response characteristic. Compared with the original algorithm, it can solve not only the problems of detector offset and gain drift with time, but also the influence of the detector nonlinear response to the nonuniformity correction performance to some extent. Therefore it achieves a better effect of the nonuniformity correction than the original algorithm. The nonuniformity correction capability of the improved algorithm is validated with real infrared image sequences.
Keywords:nonuniformity correction  Kalman filter  nonlinear model  infrared focal plane arrays  
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