激光与光电子学进展Pub Date : 2023-01-01DOI: 10.3788/lop222378
李奇 Li Qi, 李龙 Li Long, 王卫 Wang Wei, 南蓬勃 Nan Pengbo
{"title":"基于改进Criminisi算法的破损纺织品文物图像修复","authors":"李奇 Li Qi, 李龙 Li Long, 王卫 Wang Wei, 南蓬勃 Nan Pengbo","doi":"10.3788/lop222378","DOIUrl":"https://doi.org/10.3788/lop222378","url":null,"abstract":"为修复破损纺织品文物图像,在Criminisi算法基础上,提出一种改进的基于K-means颜色分割的纺织品文物图像修复算法。根据纺织品文物图像的特点,将RGB图像转化为Lab颜色模型,采用K-means分类器对a*b*层数据基于颜色进行分割处理,对纹样图案边缘进行标定并缩小匹配块搜索区域;引入L值的标准差来表示颜色离散度,对优先权函数以及自适应匹配块进行改进。用所提算法与文献报道的3种算法对自然破损纺织品文物图像和人为破损纺织品图像进行修复,并对修复结果进行评价。实验结果表明,所提算法修复的图像纹理自然、结构合理,峰值信噪比、结构相似性、特征相似性、均方误差值更好。","PeriodicalId":51502,"journal":{"name":"激光与光电子学进展","volume":"6 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"135105350","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"物理与天体物理","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
激光与光电子学进展Pub Date : 2023-01-01DOI: 10.3788/lop222268
汪海晨 Wang Haichen, 王生旗 Wang Shengqi, 胡学友 Hu Xueyou
{"title":"基于局部截断核范数的高光谱图像去噪优化","authors":"汪海晨 Wang Haichen, 王生旗 Wang Shengqi, 胡学友 Hu Xueyou","doi":"10.3788/lop222268","DOIUrl":"https://doi.org/10.3788/lop222268","url":null,"abstract":"高光谱图像(HSI)在采集过程中易受到环境或者采集设备的干扰,遥感数据信息会受到大幅的损失,因此高光谱图像去噪是图像预处理的基本问题。设计去噪算法,将HSI划分为局部等分块,采用低秩矩阵约束表征局部特征,并在其基础上利用截断核范数最小化方法来分离出稀疏噪声,全局利用空间-光谱全变分正则化实现分离密度噪声和维持空间-光谱平滑性的目的,两者结合能高效去除高斯噪声、椒盐噪声等的混合噪声。对所提优化算法与其他4种近几年发表的去噪算法进行对比,平均结构相似度提高0.13,平均峰值信噪比提高1.10 dB,运用到不同强度的单一类型噪声中,平均结构相似度也能提高0.10。在实际图像的放大对比中,所提优化算法也有着明显的噪点去除效果。实验结果证明,所提方法对高光谱图像在局部特征表述上更加贴近,结合全局正则化方法后获得更明显的去噪效果,能够对高密度噪声和稀疏噪声有清除作用。","PeriodicalId":51502,"journal":{"name":"激光与光电子学进展","volume":"19 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"135106165","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"物理与天体物理","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}