红外与激光工程
紅外與激光工程
홍외여격광공정
INFRARED AND LASER ENGINEERING
2014年
11期
3788-3793
,共6页
刘洪志%陈宇%霍富荣%郑丽芹
劉洪誌%陳宇%霍富榮%鄭麗芹
류홍지%진우%곽부영%정려근
模式识别%联合变换相关器%最大平均相关高度滤波器%形变目标%相关峰
模式識彆%聯閤變換相關器%最大平均相關高度濾波器%形變目標%相關峰
모식식별%연합변환상관기%최대평균상관고도려파기%형변목표%상관봉
pattern recognition%joint transform correlator%maximum average correlation height filter%distorted target%correlation peaks
联合变换相关器可用于精确识别与定位目标,其瓶颈在于如何在复杂背景中识别形变目标,这也限制了目标模式识别技术的发展。为解决这一问题,提出了一种改良型的最大平均高度(MACH)滤波器算法。该算法对于旋转形变及尺寸形变目标均有很强的识别能力。根据大量的实验结果分析,对合成滤波器的控制参数进行了优化,使得该滤波器具有较高的形变识别容差,并能有效抑制复杂噪声。通过将频域中改良的MACH滤波器返回至空域,可获得含有目标多种不同状态的MACH参考模板。利用该模板,能有效增强相关峰亮度,扩大复杂背景中形变目标的识别范围。作为实例,对复杂背景中的战舰目标进行了计算机模拟实验与光学实验。实验结果证明了该算法的可行性和实用性。
聯閤變換相關器可用于精確識彆與定位目標,其瓶頸在于如何在複雜揹景中識彆形變目標,這也限製瞭目標模式識彆技術的髮展。為解決這一問題,提齣瞭一種改良型的最大平均高度(MACH)濾波器算法。該算法對于鏇轉形變及呎吋形變目標均有很彊的識彆能力。根據大量的實驗結果分析,對閤成濾波器的控製參數進行瞭優化,使得該濾波器具有較高的形變識彆容差,併能有效抑製複雜譟聲。通過將頻域中改良的MACH濾波器返迴至空域,可穫得含有目標多種不同狀態的MACH參攷模闆。利用該模闆,能有效增彊相關峰亮度,擴大複雜揹景中形變目標的識彆範圍。作為實例,對複雜揹景中的戰艦目標進行瞭計算機模擬實驗與光學實驗。實驗結果證明瞭該算法的可行性和實用性。
연합변환상관기가용우정학식별여정위목표,기병경재우여하재복잡배경중식별형변목표,저야한제료목표모식식별기술적발전。위해결저일문제,제출료일충개량형적최대평균고도(MACH)려파기산법。해산법대우선전형변급척촌형변목표균유흔강적식별능력。근거대량적실험결과분석,대합성려파기적공제삼수진행료우화,사득해려파기구유교고적형변식별용차,병능유효억제복잡조성。통과장빈역중개량적MACH려파기반회지공역,가획득함유목표다충불동상태적MACH삼고모판。이용해모판,능유효증강상관봉량도,확대복잡배경중형변목표적식별범위。작위실례,대복잡배경중적전함목표진행료계산궤모의실험여광학실험。실험결과증명료해산법적가행성화실용성。
Joint transform correlator (JTC) can make targets recognized and located accurately, but the bottleneck technique of JTC is how to recognize the distorted targets in cluttered scene. This has restricted the development of the pattern recognition for target image. In order to solve the problem, improved Maximum Average Correlation Height (MACH) filter algorithm was presented. The MACH algorithm has powerful capability of recognition for distorted targets(rotation and scale etc.). According to the analysis result of amounts of experiments, the control parameters of the synthesized filter were optimized, which makes the filter have higher distortion tolerance and can suppress cluttered noise effectively. When improved MACH filter algorithm in frequency domain was projected to space domain, the MACH reference template image can be obtained which includes various forms of distorted target image. MACH reference template can sharpen the correlation peaks and expand recognizing scope for distorted targets in cluttered scene. As practical examples, computer simulation experiments and optical experiments for warship in cluttered scene were carried out. The experimental results prove the feasibility and actual effect of the algorithm.