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作 者:马超杰[1,2] 杨华[1] 李晓霞[1] 吴丹[1] 黄超超[1]
机构地区:[1]电子工程学院安徽省红外与低温等离子体重点实验室,安徽合肥230037 [2]武警指挥学院,天津300350
出 处:《光学精密工程》2009年第7期1714-1721,共8页Optics and Precision Engineering
基 金:安徽省红外与低温等离子体重点实验室基金资助项目(No.2007A011011F)
摘 要:针对目标部分被树木遮挡时造成的识别困难,提出了基于成像激光雷达(Ladar)的自动目标识别算法。介绍了采用的数据分类、数据拼接、目标姿态调整和基于高度直方图的目标识别等方法的操作步骤。应用图像处理技术对场景数据进行分类,实现地面、目标和树木的分离;利用图像帧之间内在的相关性,采用"由粗到精"的方法求出数据变换矩阵并进行数据拼接;根据目标位置的法线方向进行目标姿态调整得到目标高度直方图。最后,将采集的目标高度直方图同存储的模型高度直方图进行匹配,识别出目标类型。实验结果表明:目标提取部分占目标总面积的90%以上,对目标的识别率高于99%,基本满足自动目标识别算法的稳定可靠、识别率高、抗干扰能力强等要求。A novel Automatic Target Recognition(ATR) algorithm based on imaging Laser Radar(Ladar) is proposed to solve the target recognition difficulty caused by a tree sheltering,and the algorithms such as data classification, data mosaic, target pose adjustment and target recognition based on a height histogram are studied. The scene data are classified into several parts (ground, targets and trees) by using an image processing technique, and the translation matrixes among different views are calculated from coarse to fine according to their inherent attributions. Then, the data from different views are integrated together. According to its normal directions, each target pose is adjusted to the top view, and its height histogram can be calculated. Finally, the target is recognized by matching the target height histogram with the saved model height histograms. Experimental results indicate that the extracted target part is more than 90% of the whole target area and the recognition ratio is more than 99% ,which satisfies the ATR requirements in stabilization, higher recognition ratios and strong anti-jamming.
关 键 词:成像激光雷达 数据拼接 高度直方图 自动目标识别
分 类 号:TP391.44[自动化与计算机技术—计算机应用技术] TN957.52[自动化与计算机技术—计算机科学与技术]
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