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作 者:高毅[1] 于津强 张笑东 段锦[2] GAO Yi;YU Jinqiang;ZHANG Xiaodong;DUAN Jin(Key Laboratory of Trace Inspection and Identification Technology,Ministry of Public Security,Criminal Investigation Police University of China,Shenyang 110035,China;School of Electronics and Information Engineering,Changchun University of Science and Technology,Changchun 130012,China;School of Software,Shenyang University of Technology,Shenyang 110870,China)
机构地区:[1]中国刑事警察学院痕迹检验鉴定技术公安部重点实验室,辽宁沈阳110035 [2]长春理工大学电子信息工程学院,吉林长春130022 [3]沈阳工业大学软件学院,辽宁沈阳110870
出 处:《红外技术》2023年第9期962-968,共7页Infrared Technology
基 金:公安部科技强警基础工作专项项目(2020GABJC04);中央高校基本科研业务费项目(中国刑警学院重大培育计划项目)(D2023003);中国刑事警察学院科研基金项目(D2019036);法庭科学湖北省重点实验室(湖北警官学院)资助课题(KFKT2022002)。
摘 要:偏振探测技术能够在复杂的背景环境中凸显出目标,为我们提供了更为清晰和精准的目标识别能力。然而,在法庭科学领域上,利用偏振成像技术对水下物证进行探测搜寻的研究仍属空白。针对这一问题,本文通过偏振成像装置,对目标强度图像和偏振度图像进行融合。利用非下采样剪切波(non-subsampled shearlet transform,NSST)对图像进行分解后,在高频子带提出了参数自适应的简化型脉冲耦合神经网络模型,在低频子带则采用一种基于区域能量的自适应加权融合规则。在可见光下,对3类典型目标进行相关算法比对实验。实验结果表明,通过偏振成像技术可有效探测到水下物证,利用本文提出的图像融合算法有效突出了水下物证的细节特征,验证了偏振探测技术对水下物证成像的有效性,有利于突破当下法庭科学领域水下物证探测技术的空白。Polarization detection technology can highlight targets in complex background environments,providing us with clearer and more accurate target recognition.However,research on the use of polarization imaging in courtroom science,regarding the detection and search for underwater evidence,is lacking.To address this issue,this study fuses the polarization and target intensity images using a polarization imaging device.After decomposing the images using non-subsampled shear waves(NSST)into low and high-frequency sub-bands,a simplified impulse-coupled neural network model with adaptive parameters is proposed for the high-frequency sub-band,and an adaptive weighting fusion rule,based on region energy,is used for the low-frequency sub-band.Correlation algorithm comparison experiments were conducted for three typical targets at visible wavelengths.The experimental results show that underwater evidence can be effectively detected using polarization imaging technology.The image fusion algorithm proposed in this paper effectively highlights the detailed features of underwater evidence,verifying the effectiveness of polarization detection technology for underwater evidence imaging,which is conducive to breaking through the existing research gap in the field of courtroom science.
关 键 词:偏振成像 图像融合 法庭科学 水下物证 SPCNN
分 类 号:TP391.41[自动化与计算机技术—计算机应用技术]
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