高光谱成像技术在彩绘文物分析中的研究综述

彩绘文物是文化遗产研究的重要内容之一。目前, 许多的化学、光谱以及数字成像等分析技术应用于彩绘文物研究中, 其中, 高光谱成像技术集光谱分析与成像技术为一体, 具有无损、快速成像以及“图谱合一”的特点。其技术特点使得高光谱成像技术在非接触、无样本的条件下对彩绘文物进行无损研究, 既可以获得彩绘文物的整体形貌特征, 还可以深入分析彩绘文物的光谱特征, 是高光谱成像技术相比于其他彩绘文物研究方法的独特优势。利用高光谱成像技术研究彩绘文物分为数据采集、数据分析以及数据应用三步, 其中数据分析与数据应用是研究的主要内容。通过对高光谱成像技术在彩绘文物中的相关研究成果进行总结归纳, 其数据处理方法主要包括高光谱数据降维、光谱特征参量化、光谱解混合以及分类方法四个方面, 并分别描述了四类处理方法的主要功能、常用方法和已有案例。从具体应用方向上, 可归纳为视觉增强、隐含信息挖掘、保护监测和颜料分析四类, 具体描述了四类应用方向所涵盖的内容以及所解决的问题。最后对相关研究中存在的挑战和发展前景进行了总结和展望。

Abstract

The painted artifacts is an important part of the cultural heritage. At present, chemical, spectral analysis and digital imaging technologies have been applied in the research of painted artifacts. It is true that hyperspectral imaging technology set spectral analysis and imaging technology have the advantages of being nondestructive, fast imaging and “image-spectrum merged”. Because of these technical characteristics, hyperspectral imaging technology functions under the condition of non-contact and without sample for the non-destructive researching of painted artifacts. Meanwhile, the unique advantage of hyperspectral imaging technology compared to other analysis technique of painted artifacts is that the overall morphology characteristics and the in-depth spectral e characteristics of painted artifacts both can be obtained from hyperspectral images. There are three steps in the research of painted artifacts with hyperspectral imaging technology including data acquisition, data analysis and the application of data. Among them, data analysis and application are the main content of the study. Through summarizing the related researches of hyperspectral imaging technology in painted artifacts, the data processing methods are analyzed from four aspects: hyperspectral dimension reduction, spectral feature parameters, hyperspectral unmixing and classification method. The main functions, common methods and case studies of four data processing methods are described. The application of related researches can be summed up in four directions: vision enhancement, revealing hidden information, production monitoring, and pigment identification, which is described from the content and solved problems. In the end, the challenges of existing related research are summarized, and and carries on the prospects.

参考文献

[1] WANG Xian-hua, WANG Le-yi, QIAN Yan-li(王先华, 王乐意, 乔延利). Optoelectronic Technology and Information(光电子技术与信息), 2001, 14(6): 7.

[2] HAN Wei-shi, WANG Li-qin(韩炜师, 王丽琴). Spectroscopy and Spectral Analysis(光谱学与光谱分析), 2012, 32(12): 3394.

[3] CHAI Bo-long, WANG Xiao-wei, TANG Ai-ling, et al(柴勃隆, 王小伟, 汤爱玲, 等). Dunhuang Research(敦煌研究), 2008,(6): 54.

[4] Hain M, Bartl J, Jacko V. Measurement Science Review, 2003, 3(3): 9.

[5] Balas C, Papadakis V, Papadakis N, et al. Journal of Cultural Heritage, 2003, (4): 330.

[6] Fischer C, Kakoulli I. Studies in Conservation, 2006, 51(Supp. 1): 3.

[7] Brauns E B, Dyer R B. Applied Spectroscopy, 2006, 60(8): 833.

[8] Kubik M. Physical Techniques in the Study of Art, Archaeology and Cultural Heritage, 2007, 2(2): 199.

[9] Padoan R, Steemers Th A G, Klein M E, et al. Quantitative Hyperspectral Imaging of Historical Documents: Technique and Application, 9th International Conference on NDT of Art, 2008 Jerusalem Israel, 25-30 May 2008: 1.

[10] Kim S J, Deng F, Brown M S. Pattern Recognition, 2011, 44(7): 1461.

[11] Liang H. Applied Physics A, 2012, 106(2): 309.

[12] WU Feng-qiang, YANG Wu-nian, LI Dan(武锋强, 杨武年, 李丹). Acta Mineralogica Sinica(矿物学报), 2014, 34(2): 166.

[13] WU Feng-qiang, YANG Wu-nian, LI Dan(武锋强, 杨武年, 李丹). The Journal of Light Scattering(光散射学报), 2014, 26(1): 88.

[14] HOU Miao-le, LEI Yong, LU Xin, et al(侯妙乐, 雷勇, 芦鑫, 等). Science of Surveying and Mapping(测绘科学), 2014, 39(10): 89.

[15] GONG Meng-ting, FENG Ping-li(巩梦婷, 冯萍莉). Sciences of Conservation and Archaeology(文物保护与考古科学), 2014, 26(4): 76.

[16] WANG Le-le, LI Zhi-min, MA Qing-lin, et al(王乐乐, 李志敏, 马清林, 等). Dunhuang Research(敦煌研究), 2015, (3): 122.

[17] ZHANG Qi-wei(张绮玮). Infrared(红外), 2005, (2): 5.

[18] Mohan B Krishna, Porwal A. Current Science, 2015, 108(5): 833.

[19] ZHANG Bing(张兵). Journal of Remote Sensing(遥感学报), 2016, 20(5): 1062.

[20] SU Hong-jun, DU Pei-jun, SHENG Ye-hua(苏红军, 杜培军, 盛业华). Application Research of Computers(计算机应用研究), 2008, 25(4): 1093.

[21] Yuan Y, Zhu G K, Wang Q. IEEE Transactions on Geoscience and Remote Sensing, 2015, 53(2): 631.

[22] LIU Liang-chun, FENG Yan(刘良春, 冯燕). Application Research of Computers(计算机应用研究), 2011, 28(3): 1183.

[23] SHI Qian, DU Bo, ZHANG Liang-pei(石茜, 杜博, 张良培). Acta Geodaetica et Cartographica Sinica(测绘学报), 2012, 41(3): 417.

[24] Liu Z, Gu F, Wang C, et al. A Subspace Weighting Kernel Method Combining Clustering-Based Grouping for Eeature Extraction in Hyperspectral Imagery Classification, 6th IEEE Conference on Industrial Electronics and Applications, 2011. 2544

[25] GAO Yang, WANG Xue-song, CHENG Yu-hu(高阳, 王雪松, 程玉虎). Journal of Electronics and Information Technology(电子与信息学报), 2013, 35(5): 1177.

[26] QIAN Jin, DENG Ka-zhong, FAN Hong-dong(钱进, 邓喀中, 范洪冬). Remote Sensing Information(遥感信息), 2012, 27(5): 3.

[27] YIN Ji-hao, WANG Yi-song(尹继豪, 王义松). Remote Sensing Information(遥感信息), 2010, (3): 3.

[28] HU Yuan-ning, CUI Xia, MENG Bao-ping, et al(胡远宁, 崔霞, 孟宝平, 等). Pratacultural Science(草业科学), 2015, 32(2): 160.

[29] LI Jie, WAN You-chuan(李杰, 万幼川). Geospatial Information(地理空间信息), 2015, 13(4): 86.

[30] WEI Jing, MING Yan-fang, HAN Liu-sheng, et al(韦晶, 明艳芳, 韩留生, 等). Spectroscopy and Spectral Analysis(光谱学与光谱分析), 2015, 35(10): 2862.

[31] ZHANG Xiang(张翔). Infrared Technology(红外技术), 2010, 32(12): 717.

[32] SU Hong-jun, DU Pei-jun, SHENG Ye-hua(苏红军, 杜培军, 盛业华). Application Research of Computers(计算机应用研究), 2008, 25(2): 390.

[33] WANG Xiao-fei, ZHANG Jun-ping, ZHANG Ye(王晓飞, 张钧萍, 张晔). Journal of Infrared and Millimeter Waves(红外与毫米波学报), 2010, 29(3): 210.

[34] YANG Guo-peng, ZHOU Xin, YU Xu-chu, et al(杨国鹏, 周欣, 余旭初, 等). Acta Electronica Sinica(电子学报), 2010, 38(12): 2751.

[35] JIA Sen, QIAN Yun-tao, JI Zhen, et al(贾森, 钱沄涛, 纪震, 等). Journal of Shenzhen University Science and Engineering(深圳大学学报·理工版), 2009, 26(3): 262.

[36] LUO Wen-fei, ZHONG Liang, ZHANG Bing, et al(罗文斐, 钟亮, 张兵, 等). Spectroscopy and Spectral Analysis(光谱学与光谱分析), 2010, 30(6): 1628.

[37] LIU Xue-song, WANG Bin, ZHANG Li-ming(刘雪松, 王斌, 张立明). Journal of Infrared and Millimeter Waves(红外与毫米波学报), 2011, 30(1): 27.

[38] XUE Qi, KUANG Gang-yao, LI Zhi-yong(薛绮, 匡纲要, 李智勇). Remote Sensing Technology and Application(遥感技术与应用), 2004, 19(3): 197.

[39] LIU Jian-jun, WU Ze-bin, WEI Zhi-hui, et al(刘建军, 吴泽彬, 韦志辉, 等). Acta Electronica Sinica(电子学报), 2013, 41(3): 432.

[40] WANG Li-guo, ZHANG Jing, LIU Cheng-yuan, et al(王立国, 张晶, 刘乘源, 等). Journal of Optoelectronics·Laser(光电子·激光), 2011, (11): 1731.

[41] WANG Li-guo, WANG Qun-ming, LIU Dan-feng, et al(王立国, 王群明, 刘丹凤, 等). Journal of Infrared and Millimeter Waves(红外与毫米波学报), 2013, 32(1): 56.

[42] TANG Xiao-yan, GAO Kun, NI Guo-qiang(唐晓燕, 高昆, 倪国强). Remote Sensing Technology and Application(遥感技术与应用), 2013, 28(4): 731.

[43] HUANG Wei(黄玮). Digital Technology and Application(数字技术与应用), 2010, (5): 134.

[44] YANG Ke-ming, LIU Fei, SUN Yang-yang, et al(杨可明, 刘飞, 孙阳阳, 等). Journal of Image and Graphics(中国图象图形学报), 2015, 20(6): 836.

[45] HUANG Li-xian, SHEN Zhi-xue(黄立贤, 沈志学). Geospatial Information(地理空间信息), 2011, 9(5): 81.

[46] TAN Kun, DU Pei-Jun(谭琨, 杜培军). Journal of Infrared and Millimeter Waves(红外与毫米波学报), 2008, 27(2): 123.

[47] LI Xue-ke, WANG Jin-nian, ZHANG Li-fu, et al(李雪轲, 王晋年, 张立福, 等). Journal of Geo-Information Science(地球信息科学学报), 2014, 16(6): 941.

[48] YAN Yong-zhong, WAN Yu-qing(闫永忠, 万余庆). Journal of Geo-Information Science(地球信息科学学报), 2005, 7(4): 20.

[49] GAO Xiao-jian, GUO Bao-feng, YU Ping(高晓健, 郭宝峰, 于平). Laser and Infrared(激光与红外), 2013, 43(11): 1296.

[50] WANG Zhi-ping, YANG Jian-feng, XUE Bin, et al(王志平, 杨建峰, 薛彬, 等). Acta Photonica Sinica(光子学报), 2008, 37(3): 561.

[51] Rosi F, Miliani C, Braun R, et al. Angewandte Chemie, 2013, 125(20): 5366.

[52] Dooley K A, Lomax S, Zeibel J G, et al. Analyst, 2013, 138(17): 4838.

[53] Vitorino T, Casini A, Cucci C, et al. Image and Signal Processing. Springer International Publishing, 2014. 257.

[54] Capobianco G, Prestileo F, Serranti S, et al. Periodico Di Mineralogia, 2015, (84): 407.

[55] Brunetti B, Miliani C, Rosi F, et al. Topics in Current Chemistry, 2016, 374(1): 10.

[56] Han X, Hou M, Zhu G, et al. Tehnicki Vjesnik, 2015, 22(6): 1567.

侯妙乐, 潘宁, 马清林, 何海平, 吕书强, 胡云岗. 高光谱成像技术在彩绘文物分析中的研究综述[J]. 光谱学与光谱分析, 2017, 37(6): 1852. HOU Miao-le, PAN Ning, MA Qing-lin, HE Hai-ping, L Shu-qiang, HU Yun-gang. Review of Hyperspectral Imaging Technology in Analyzing Painted Artifacts[J]. Spectroscopy and Spectral Analysis, 2017, 37(6): 1852.

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