采用纹理图像对兵马俑褪色的复原方法

doi:10.3969/j.issn.1001-2400.2015.04.021

Abstract

Abstract:

For the recolor problem of the terracotta warrior's fading texture, we make an improvement on the Welsh algorithm. By using local standard deviation, this paper presents a new mixed color distance of color transfer algorithm based on independent component analysis (ICA) In lαβ color space, an ICA analysis of the gray source image and color target image are made using the Fast ICA, so that two types of image data have non-Gaussian distribution and are independent of each row vector in color space. Then, the best matching color is determined by the mixed color distance measurement function founded on local standard deviation. And the color transfer is completed from color target image to gray source image. Experimental results show that the algorithm can improve the color transfer issues of the Welsh algorithm in different colors points of the same brightness. At the same time, color information of the terracotta warrior's gray texture can be better recolored.

Key words: color transfer, independent component analysis, local standard deviation, digital conservation, terracotta

CLC Number:

TP391

LI Na;GENG Guohua;GONG Xingyu;WANG Xiaofeng. Recolor method for the fading terracotta warrior using the texture image[J].J4, 2015, 42(4): 127-132+170.

References

［1］灯下阅读. 彩色兵马俑——中国文物保护和科学技术成果展［EB／OL］. ［2014-02-16］. http://www.360doc.com／content／13／0522／07／10983756_287180119.shtml.
［2］尹晓宇. 3D技术记录兵马俑数据千年后仍可恢复原貌［EB／OL］. ［2014-02-18］. http://travel.people.com.cn／GB／10219654.html.
［3］王警摄. 十余兵马俑彩妆亮相——会不会给兵马俑涂颜色［EB／OL］. ［2014-01-12］. http://news.hsw.cn／system／2009／03／24／050111606.shtml.
［4］启明, 许文昆. 兵马俑色彩保护密档［J］. 文明, 2009, 12: 115-124.
Qi Ming, Xu Wenkun. Terracotta Color Protecting Confidential Files ［J］. Civilization, 2009, 12: 115-124.
［5］王卫卫, 席灯炎, 杨塨鹏, 等. 利用结构纹理分解的海洋舰船目标检测［J］. 西安电子科技大学学报, 2012, 39(4): 167-174.
Wang Weiwei, Xi Dengyan, Yang Gongpeng, et al. Warship Target Detection by Using Cartoon-texture Decomposition ［J］. Journal of Xidian University, 2012, 39(4): 167-174.
［6］吴玉莲, 冯象初. 联合平衡正则项的卡通纹理非凸图像修复［J］. 西安电子科技大学学报, 2014, 41(5): 162-168.
Wu Yulian, Feng Xiangchu. Simultaneous Cartoon and Texture for Nonconvex Image Inpainting via the Balanced Regularization ［J］. Journal of Xidian University, 2014, 41(5): 162-168.
［7］白键, 冯象初. 去除乘性噪声的积分微分方程模型［J］. 西安电子科技大学学报, 2013, 40(3): 160-169.
Bai Jian, Feng Xiangchu. Model Based on Integro-differential Equation for Multiplicative Noise Removal ［J］. Journal of Xidian University, 2013, 40(3): 160-169.
［8］张栋, 汪世刚, 吕东辉, 等. 基于颜色转移的照片色彩修复技术［J］. 微计算机信息, 2010, 26(8): 190-192.
Zhang Dong, Wang Shigang, Lü Donghui, et al. Photo Color Restoration Technology Based on Color Transfer ［J］. Microcomputer Information, 2010, 26(8): 190-192.
［9］赵汉理. 图像与视频的实时抽象化［D］. 杭州: 浙江大学, 2009.
［10］钱小燕, 韩磊, 王帮峰. 基于TUV空间的彩色夜视融合方法［J］. 计算机应用, 2010, 30(12): 3222-3224.
Qian Xiaoyuan, Han Lei, Wang Bangfeng. Color Fusion Method for Night Vision Based on YUV Space ［J］. Journal of Computer Applications, 2010, 30(12): 3222-3224.
［11］刘海, 马利庄, 沈洋, 等. 层次化区域匹配指导的视频颜色迁移［J］. 计算机工程与应用, 2012, 48(9): 192-197.
Liu Hai, Ma Lizhuang, Shen Yang, et al. Color Transfer of Video Sequences by Matching Hierarchical Structures ［J］. Computer Engineering and Applications, 2012, 48(9): 192-197.
［12］赵思慧. 基于相似性度量的图像与视频颜色迁移算法的系统开发［D］. 杭州: 杭州电子科技大学, 2012.
［13］向遥. 古建筑虚拟色彩修复及漫游技术研究［D］. 长沙: 中南大学, 2007.
［14］丘赟立, 蒋先刚, 范德营. 多种搜索算法在医学图片彩色迁移上的应用与分析［J］. 华东交通大学学报, 2012, 3(29): 61-66.
Qiu Yunli, Jiang Xiangang, Fan Deying. Application and Analysis of Multi-searching Algorithms to Color Transfer between Medical Images ［J］. Journal of East China Jiaotong University, 2012, 3(29): 61-66.
［15］蒋先刚, 丘赟立, 范德营. 基于改进PSO的医学图片颜色迁移及重构［J］. 计算机工程与设计, 2013, 2(34): 556-560.
Jiang Xiangang, Qiu Yunli, Fan Deying. Medical Slice Image Color Transferring and 3D Reconstruction Based on Improved Particle Swarm Optimization［J］. Computer Engineering and Design, 2013, 2(34): 556-560.
［16］Ruderman D L, Cronin T W, Chiao C C. Statistics of Cone Responses to Natural Images: Implications for Visual Coding［J］. Journal of the Optical Society of America A(Optics, Image Science and Vision), 1998,15(8): 2036-2045.
［17］Reinhard E, Ashikhmin M, Gooch B, et al. Color Transfer between Images ［J］. IEEE Computer Graphics and Applications, 2001, 21(5): 34-41.
［18］ Welsh T, Ashikhmin M, Mueller K. Transferring Color to Grayscale Images ［C］//Proceedings of the 29th Internation Conference on Computer Graphics and Interactive Techniques. New York: ACM, 2002: 277-280.
［19］赵源萌, 王岭雪, 金伟其. 基于区域直方图统计的灰度图像色彩传递方法［J］. 北京理工大学学报, 2012, 3(32): 322-326.
Zhao Yuanmeng, Wang Lingxue, Jin Weiqi. A Color Transfer Method for Colorization of Grayscale Image Based on Region Histogram Statistics ［J］. Transaction of Beijing Institute of Technology, 2012, 3(32): 322-326.
［20］李宏, 向遥, 张卫. 基于直方图映射和分层的图像迁移算法研究［J］. 小型微型计算机系统, 2007, 6(28): 1110-1114.
Li Hong, Xiang Yao, Zhang Wei. Colorization of Gray Images Based on Histogram Mapping and Image Layers ［J］. Journal of Chinese Computer Systems, 2007, 6(28): 1110-1114.
［21］胡国飞, 傅健, 彭群生. 自适应颜色迁移［J］. 计算机学报, 2004, 9(27): 1245-1249.
Hu Guofei, Fu Jian, Peng Qunsheng. Adaptive Color Transfer ［J］. Chinese Journal of Computers, 2004, 9(27): 1245-1249.
［22］王丽, 周以齐, 于刚, 等. 基于EEMD和ICA方法的驾驶室内噪声源时频分析［J］. 山东大学学报(工学版), 2014, 44(2): 80-88.
Wang Li, Zhou Yiqi, Yu Gang, et al. Time-frequency Analysis of Cabin Noise Based on Ensemble Empirical Mode Decomposition and Independent Component Analysis ［J］. Journal of Shandong University(Engineering Science), 2014, 44(2): 80-88.

[1]	JI Jian;LI Xiao. Method for sparse component analysis in the shearlet domain [J]. J4, 2014, 41(1): 45-52+146.
[2]	LI Zhao;YANG Jia-wei;YAO Jun-liang;CHEN Ting. Multiuser MIMO downlink transmission strategy using independent component analysis [J]. J4, 2010, 37(2): 192-196.
[3]	Zhang Yanliang1,LOU Shuntian1,ZHANG Weitao2. Blind source separation method applicable to dependent sources [J]. J4, 2009, 36(3): 401-432.
[4]	WANG Fa-song1;3;LI Hong-wei1;LI Rui2. Efficient non-parametric GKNN independent component analysis algorithm [J]. J4, 2008, 35(4): 764-768.
[5]	GAO Li1;HUANG Li-yu1;DING Cui-ling2. Study of removal of artifacts in MEG using PCA and ICA [J]. J4, 2007, 34(6): 939-943.
[6]	SUN Yong-jun;YI Ke-chu. Suppression of multiple narrowband interferences using kernel methods in DSSS [J]. J4, 2007, 34(4): 554-557.
[7]	LI Xiao-jun1;LOU Shun-tian1;ZHANG Xian-da2. A method of ICA based on estimating the PDF of signals [J]. J4, 2005, 32(4): 574-578.
[8]	ZHANG Jun-ying1;2;LIU Li-ping1. Blind signal separation based on the partially independent component analysis [J]. J4, 2004, 31(3): 334-337.
[9]	LI Xiao-jun1;ZHU Xiao-long2;ZHANG Xian-da2. Blind source separation: classification and frontiers [J]. J4, 2004, 31(3): 399-404.

Recolor method for the fading terracotta warrior using the texture image

PDF (PC)

Like

Knowledge

Abstract

Cite this article

share this article

References

Related Articles 9

Metrics

Comments

Recommended 10