[1]郑毅,郑苹.增强现实光照方向估计方法评述与展望[J].智能系统学报,2012,7(5):389-397.
 ZHENG Yi,ZHENG Ping.Comments and perspectives on illumination direction estimation methods in augmented reality[J].CAAI Transactions on Intelligent Systems,2012,7(5):389-397.
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增强现实光照方向估计方法评述与展望

参考文献/References:
[1]朱淼良,姚远,蒋云良.增强现实综述[J].中国图象图形学报, 2004, 9(7): 767774. 
ZHU Miaoliang, YAO Yuan, JIANG Yunliang. A survey on augmented reality[J]. Journal of Image and Graphics, 2004, 9(7): 767774.
[2]赵沁平.虚拟现实综述[J].中国科学F辑:信息科学, 2009, 39(1): 246. 
ZHAO Qinping. Overview of virtual reality[J]. Science in China Series F: Information Sciences, 2009, 39(1): 246.
[3]科技部863计划信息技术领域办公室.国家高技术研究发展计划(863计划)信息技术领域“虚实融合的协同工作环境技术与系统”重点项目申请指南[EB/OL]. (20081119)[20120420]. http://www.most.gov.cn/tztg/200811/P020081217461996567919.pdf.
[4]全红艳,王长波,林俊隽.基于视觉的增强现实技术研究综述[J].机器人, 2008, 30(4): 379384. QUAN Hongyan, WANG Changbo, LIN Junjuan. Survey of visionbased augmented reality technologies[J]. Robot, 2008, 30(4): 379384.
[5]刘艳丽.室外场景的光照分析研究[D].杭州:浙江大学, 2009: 12. LIU Yanli. Illumination estimation of outdoor scenes[D]. Hangzhou: Zhejiang University, 2009: 12.
[6]常勇,何宗宜.户外增强现实技术及其在地下管网3维可视化中的应用[J].测绘通报, 2005, 51(11): 5457. 
CHANG Yong, HE Zongyi. Technology of augmented reality and its application in 3D visualization of underground pipeline[J]. Bulletin of Surveying and Mapping, 2005, 51(11): 5457.
[7]杜清运,刘涛.户外增强现实地理信息系统原型设计与实现[J].武汉大学学报:信息科学版, 2007, 32(11): 10461049. 
DU Qingyun, LIU Tao. Design and implementation of a prototype outdoor augmented reality GIS[J]. Geomatics and Information Science of Wuhan University, 2007, 32(11): 10461049.
[8]石刚,田洪波,马小虎.基于增强现实的户外导航系统的设计与实现[J].苏州大学学报:自然科学版, 2010, 26(3): 4447. 
SHI Gang, TIAN Hongbo, MA Xiaohu. Design and implementation of outdoor navigation system based on augmented reality[J]. Journal of Suzhou University: Natural Science Edition, 2010, 26(3): 4447.
[9]赵新灿,左洪福.增强现实技术在航空领域中的应用及展望[J].航空维修与工程, 2008(6): 2325. 
ZHAO Xincan, ZUO Hongfu. Aviation applications and prospect of augmented reality[J]. Aviation Maintenance & Engineering, 2008(6): 2325.
[10]陈靖,王涌天,林精敦,等.基于增强现实技术的圆明园景观数字重现[J].系统仿真学报, 2010, 22(2): 424428.
CHEN Jing, WANG Yongtian, LIN Jingdun, et al. Digital reconstruction of Yuan Ming Yuan based on augmented reality technology[J]. Journal of System Simulation, 2010, 22(2): 424428.
[11]贾庆轩,高欣,孙汉旭,等.面向机器人遥操作的预测图形仿真技术[J].航空制造技术, 2011(7): 6063. 
JIA Qingxuan, GAO Xin, SUN Hanxu, et al. Predictive graphical simulation technology for robot teleoperation[J]. Aeronautical Manufacturing Technology, 2011(7): 6063.
[12]HICKS J D, FLANAGAN R A, PETROV P V, et al. Eyekon: augmented reality for battlefield soldiers[C]//Proceedings of the 27th Annual NASA Goddard/IEEE Software Engineering Workshop. Greenbelt, USA, 2002: 156163.
[13]黄天智,刘越,王涌天,等.增强现实技术的军事应用与前景展望[J].兵工学报, 2006, 27(6): 10431046. 
HUANG Tianzhi, LIU Yue, WANG Yongtian, et al. Military applications and prospect of augmented reality[J]. Acta Armamentarii, 2006, 27(6): 10431046.
[14]卿来云,山世光,陈煕霖,等.基于球面谐波基图像的任意光照下的人脸识别[J].计算机学报, 2006, 29(5): 760768. 
QING Laiyun, SHAN Shiguang, CHEN Xilin, et al. Face recognition under varying lighting based on the harmonic images[J]. Chinese Journal of Computers, 2006, 29(5): 760768.
[15]孙雪梅,苏菲,蔡安妮.基于分叉树和SVM的人脸图像光照方向估计[J].中国图象图形学报, 2007, 12(10): 18851888. 
SUN Xuemei, SU Fei, CAI Anni. Illumination direction estimation in face recognition based on bifurcate tree and SVM[J]. Journal of Image and Graphics, 2007, 12(10): 18851888.
[16]陈晓钢,陆玲,刘向阳.经典光照模型实现人脸图像光照方向准确估计[J].计算机工程与应用, 2009, 45(11): 203205. 
CHEN Xiaogang, LU Ling, LIU Xiangyang. Accurate estimation of face image illuminating direction based on classical lighting model[J]. Computer Engineering and Applications, 2009, 45(11): 203205.
[17]张雯,梁艳梅,常胜江.基于方向扫描的图像光照补偿算法[J].光电子?激光, 2010, 21(3): 435439. ZHANG Wen, LIANG Yanmei, CHANG Shengjiang. Line scanning for illumination compensation of image[J]. Journal of Optoelectronics?Laser, 2010, 21(3): 435439.
[18]吴琼,李国辉,涂丹,等.面向真实性鉴别的数字图像盲取证技术综述[J].自动化学报, 2008, 34(12): 14581466.
WU Qiong, LI Guohui, TU Dan, et al. A survey of blind digital image forensics technology for authenticity detection[J]. Acta Automatica Sinica, 2008, 34(12): 14581466.
[19]FARID H. Image forgery detection[J]. IEEE Signal Processing Magazine, 2009, 26(2): 1625.
[20]吕颖达,申铉京,苗健,等.基于光源方向不一致性的局部光源图像盲鉴别方法[J].吉林大学学报:工学版, 2010, 40(6): 16731677. 
Li Yingda, SHEN Xuanjing, MIAO Jian, et al. Blind identification for light source images based on inconsistency in light source direction[J]. Journal of Jilin University: Engineering and Technology Edition, 2010, 40(6): 16731677.
[21]李叶舟,胡静,牛少彰,等.基于光照方向不一致的图像盲取证技术[J].北京邮电大学学报, 2011, 34(3): 2630.
LI Yezhou, HU Jing, NIU Shaozhang, et al. Exposing digital image forgeries by detecting inconsistence in light source direction[J]. Journal of Beijing University of Posts and Telecommunications, 2011, 34(3): 2630.
[22]张闯,吕东辉.单幅图像估计光照方向算法研究及其应用[J].电视技术, 2011, 35(15): 4145. 
ZHANG Chuang, L Donghui. Research and application of single image light direction estimation algorithm[J]. Video Engineering, 2011, 35(15): 4145.
[23]ZHANG Yufei, YANG Y H. Multiple illuminant direction detection with application to image synthesis[J]. IEEE Transactions on Pattern Analysis and Machine Intelligence, 2001, 23(8): 915920.
[24]BOUGANIS C S, BROOKES M. Multiple light source detection[J]. IEEE Transactions on Pattern Analysis and Machine Intelligence, 2004, 26(4): 509514.
[25]FENG Yan. Estimation of light source environment for illumination consistency of augmented reality[C]//Proceedings of the 1st International Congress on Image and Signal Processing. Sanya, China, 2008, 3: 771775.
[26]ZHOU Wei, KAMBHAMETTU C. Estimation of illuminant direction and intensity of multiple light sources[C]//Proceedings of the 7th European Conference on Computer Vision. Copenhagen, Denmark, 2002: 206220.
[27]ZHOU Wei, KAMBHAMETTU C. Estimation of the size and location of multiple area light sources[C]//Proceedings of the 17th International Conference on Pattern Recognition. Cambridge, UK, 2004, 3: 214217.
[28]ZHOU Wei, KAMBHAMETTU C. A unified framework for scene illuminant estimation[J]. Image and Vision Computing, 2008, 26(3): 415429.
[29]MA Jintao, ZHOU Ya, HAO Qun, et al. Efficient estimation of multiple illuminant directions using cmeans clustering and selfcorrection for augmented reality[C]//Proceedings of the 2009 8th IEEE/ACIS International Conference on Computer and Information Science. Shanghai, China, 2009: 11061110.
[30]ZHENG Qinfen, CHELLAPPA R. Estimation of illuminant direction, albedo, and shape from shading[J]. IEEE Transactions on Pattern Analysis and Machine Intelligence, 1991, 13(7): 680702.
[31]HARA K, NISHINO K, IKEUCHI K. Light source position and reflectance estimation from a single view without the distant illumination assumption[J]. IEEE Transactions on Pattern Analysis and Machine Intelligence, 2005, 27(4): 493505.
[32]XIE Feng, TAO Linmi, XU Guangyou. Estimating illumination parameters using spherical harmonics coefficients in frequency space[J]. Tsinghua Science and Technology, 2007, 12(1): 4450.
[33]BINGHAM M, TAYLOR D, GLEDHILL D, et al. Illuminant condition matching in augmented reality: a multivision, interest point based approach[C]//Proceedings of the 2009 6th International Conference on Computer Graphics, Imaging and Visualization: New Advances and Trends. Tianjin, China, 2009: 5761.
[34]SATO I, SATO Y, IKEUCHI K. Illumination distribution from shadows[C]//Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition. Fort Collins, USA, 1999, 1: 306312.
[35]WANG Yang, SAMARAS D. Estimation of multiple directional light sources for synthesis of augmented reality images[J]. Graphical Models, 2003, 65(4): 185205.
[36]WANG Yang, SAMARAS D. Estimation of multiple directional illuminants from a single image[J]. Image and Vision Computing, 2008, 26(9): 11791195.
[37]LI Yuanzhen, LIN S, LU Hanqing, et al. Multiplecue illumination estimation in textured scenes[C]//Proceedings of the Ninth IEEE International Conference on Computer Vision. Nice, France, 2003, 2: 13661373.
[38]姚远,朱淼良,卢广.增强现实场景光源的实时检测方法和真实感渲染框架[J].计算机辅助设计与图形学学报, 2006, 18(8): 12701275. 
YAO Yuan, ZHU Miaoliang, LU Guang. A framework for lighting detection and scene rendering in AR environment[J]. Journal of ComputerAided Design & Computer Graphics, 2006, 18(8): 12701275.
[39]田英利,马颂德,徐孔达.未知光源位置环境中物体形状恢复的神经网络方法研究[J].自动化学报, 1999, 25(2): 210214. 
TIAN Yingli, MA Songde,TSUI H T. Shape recovery in unknown environment by neural networks[J]. Acta Automatica Sinica, 1999, 25(2): 210214.
[40]CHO S Y, CHOW T W S. Neural computation approach for developing a 3D shape reconstruction model[J]. IEEE Transactions on Neural Networks, 2001, 12(5): 12041214.
[41]KARUNGARU S, FUKUMI M, AKAMATSU N. Identifying scene illumination using genetic algorithms and neural networks[C]//Proceedings of the 9th International Conference on Neural Information Processing. Singapore, 2002, 2: 881885.
[42]KARUNGARU S, FUKUMI M, AKAMATSU N. Neural networks and genetic algorithms for learning the scene illumination in color images[C]//Proceedings of the 2003 IEEE International Symposium on Computational Intelligence in Robotics and Automation. Kobe, Japan, 2003, 3: 10851089.
[43]CHOW C K, YUEN S Y. Illumination direction estimation for augmented reality using a surface input real valued output regression network[J]. Pattern Recognition, 2010, 43(4): 17001716.
[44]NILLIUS P, EKLUNDH J O. Automatic estimation of the projected light source direction[C]//Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition. Kauai, USA, 2001: I1076I1083.
[45]CHANTLER M, PETROU M, PENIRSCHE A, et al. Classifying surface texture while simultaneously estimating illumination direction[J]. International Journal of Computer Vision, 2005, 62(1/2): 8396.
[46]BASRI R, JACOBS D W. Lambertian reflectance and linear subspaces[J]. IEEE Transactions on Pattern Analysis and Machine Intelligence, 2003, 25(2): 218233.
[47]吴恩华.图形处理器用于通用计算的技术、现状及其挑战[J].软件学报, 2004, 15(10): 14931504. 
WU Enhua. State of the art and future challenge on general purpose computation by graphics processing unit[J]. Journal of Software, 2004, 15(10): 14931504.
[48]PHARR M. GPU精粹2——高性能图形芯片和通用计算编程技巧[M]. 龚敏敏,译.北京:清华大学出版社, 2007: 327422.
[49]NGUYEN H. GPU精粹3[M]. 杨柏林,陈根浪,王聪,译.北京:清华大学出版社, 2010: 582692.
[50]卢风顺,宋君强,银福康,等.CPU/GPU协同并行计算研究综述[J].计算机科学, 2011, 38(3): 59, 46. 
LU Fengshun, SONG Junqiang, YIN Fukang, et al. Survey of CPU/GPU synergetic parallel computing[J]. Computer Science, 2011, 38(3): 59, 46.
[51]ECKHORN R, REITBOECK H J, ARNDT M, et al. Feature linking via synchronization among distributed assemblies: simulation of results from cat cortex[J]. Neural Computation, 1990, 2(3): 293307.
[52]JOHNSON J L, PADGETT M L. PCNN models and applications[J]. IEEE Transactions on Neural Networks, 1999, 10(3): 480498.
[53]LINDBLAD T, KINSER J M. Image processing using pulsecoupled neural networks[M]. 2nd ed. [S.l.], The Netherlands: Springer, 2005: 3567.
[54]马义德,李廉,绽琨,等.脉冲耦合神经网络与数字图像处理[M].北京:科学出版社, 2008: 30271.

备注/Memo

收稿日期: 2012-04-20.
网络出版日期:2012-09-07.
基金项目:国家自然科学基金资助项目(60970105,61173173);山东省住房和城乡建设厅科技计划项目(2011YK060);山东省高等学校科研计划项目(J11LG12).
通信作者:郑毅.
E-mail: zhengyi@nuaa.edu.cn.
作者简介:
郑毅,男,1975年生,讲师,博士后,主要研究方向为增强现实、图像测量、三维重建和图像融合.主持或参与国家自然科学基金、总装备部技术改造项目、省住建厅和省教育厅项目多项,发表学术论文10余篇,其中被EI检索9篇. 
郑苹,女,1973年生,博士研究生,主要研究方向为模式识别与计算机视觉.参与国家自然科学基金和总装备部预研项目多项,发表学术论文10篇,其中被EI检索8篇、SCI检索1篇.

更新日期/Last Update: 2012-11-13
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