期刊文献+

TV-Retinex:一种快速图像增强算法 被引量:14

TV-Retinex:a Fast Algorithm for Image Enhancement
下载PDF
导出
摘要 为了提高变分Retinex理论模型的增强效果和计算速度,提出一个用于彩色图像增强的模型.该模型采用全变分理论,使用L1范数替代原有变分模型中对光照图像进行约束的L2范数;使用切分Bregman迭代算法进行求解,由于L1范数与L2范数的凸性,该算法可以获得全局最优解.与原有变分模型进行比较的实验结果表明,文中模型在增强效果基本相近的情况下,计算速度提高了近40倍. In this paper,a fast algorithm based on Retinex theory for color image enhancement is proposed.A total variational framework is employed,in which L1 norm instead of the original L2 norm is adopted.As a convex functional,the proposed model gives the solution of global optimization.The split Bregman method is employed to compute our model with high efficiency.In addition to its computational efficiency,our model is also good at preserving texture details and color information of the image.The proposed method is compared with two popular methods in terms of enhancement performance and computational efficiency.The experimental results show that the proposed method is nearly 40 times faster than the original methods with comparable enhancement performance.
作者 李明 杨艳屏
出处 《计算机辅助设计与图形学学报》 EI CSCD 北大核心 2010年第10期1777-1782,共6页 Journal of Computer-Aided Design & Computer Graphics
基金 国家国际科技合作项目(2009DFA12290)
关键词 RETINEX理论 图像增强 全变分 切分Bregman迭代 Retinex theory image enhancement total variational split Bregman
  • 相关文献

参考文献16

  • 1Land E H. The Retinex theory of color vision [J]. Scientific American, 1977, 237(6): 108-129. 被引量:1
  • 2Land E H. Recent advances in Retinex theory and some implications for cortical computations: color vision and the natural image [J]. Proceedings of the National Academy of Science of the United States of America, 1983, 80(16): 5163-5169. 被引量:1
  • 3Land E H. An alternative technique for the computation of the designator in the Retinex theory of color vision [J]. Proceedings of the National Academy of Science of the United States of America, 1986, 83(10): 3078-3080. 被引量:1
  • 4Jobson D J, Rahman Z, Woodell G A. Properties and performance of a center/surround Retinex [J]. IEEE Transactions on Image Processing, 1997, 6(3): 451-462. 被引量:1
  • 5Jobson D J, Rahman Z, Woodell G A. A multiscale Retinex for bridging the gap between color images and the human observation of scenes [J]. IEEE Transactions on Image Processing, 1997, 6(7): 965-976. 被引量:1
  • 6Blake A. Boundary conditions for lightness computation in Mondrian world[J]. Computer Vision, Graphics, and Image Processing, 1985, 32(11): 314-327. 被引量:1
  • 7Kimmel R, Elad M, Shaked D, et al. A variational framework for Retinex [J]. International Journal of Computer Vision, 2003, 52(1): 7-23. 被引量:1
  • 8Elad M. Retinex by two bilateral filters [M] //Lecture Notes in Computer Science. Heidelberg:Springer, 2005, 3459: 217- 229. 被引量:1
  • 9Meylan L, Susstrunk S. High dynamic range image rendering with a Retinex-basecl adaptive filter [J]. IEEE Transactions on Image Processing, 2006, 15(9): 2820-2830. 被引量:1
  • 10王守觉,丁兴号,廖英豪,郭东辉.一种新的仿生彩色图像增强方法[J].电子学报,2008,36(10):1970-1973. 被引量:51

二级参考文献27

  • 1刘国军,唐降龙,黄剑华,刘家峰.基于模糊小波的图像对比度增强算法[J].电子学报,2005,33(4):643-646. 被引量:19
  • 2M A Webster. Human colour perception and its adaptation[ J ]. Network:Computation in Neural Systems, 1996, 17 (4) : 587 - 634. 被引量:1
  • 3Funt B, Ciurea F, Mccann J. Retinex in MATLAB[ J]. Jourllal of Electronic Imaging, 2004,13( 1 ) :48 - 57. 被引量:1
  • 4Jobson DJ, Rahman Z, Woodell GA. A multiscale retinex for bridging the gap between color images and the human observation of scenes [J]. IEEE Transactions on Image Processing, 1997,6(7) :965 - 976. 被引量:1
  • 5Kimmel R, Elad M, Shaked D. A variational framework for Retinex[J]. International Journal of Computer Vision, 2003,52 (1) :7 - 23. 被引量:1
  • 6Laurence Meylan, Sabine Susstrunk. High dynamic range image rendering with a retinex-based ad;aptive filter[J]. IEEE. Transactions on Image Processing,2006,15(9) :2820 - 2830. 被引量:1
  • 7Li Tao, Vijayan K.Asari.A Robust Image Enhancement Technique for Improving Image Visual Quality in Shadowed Scenes [ A]. Proccedings of the 4th International Conference on Image and Video Retrieval [ C ]. Springer, Berlin, ALLEMAGNE, 2005, vol. 3568,395 - 404. 被引量:1
  • 8Wang Shoujue, Cao Yu, Huang Yi. A novel image restoration approach based on point location in high-dimension space geometry[ A]. Proceedings of International Conference on Neural Networks and Brain ( ICNN&B ' 05 ) [ C ]. IEEE Press, 2005, vol. 1,301 - 305. 被引量:1
  • 9Land E H. Recent advances in retinex theory and some implications for cortical computations: color vision and the natural image [J]. Proceedings of the National Academy of Sciences of the United States of America, 1983, 80 (16): 5163-5169 被引量:1
  • 10Funt B, Ciurea F, McCann J, Retinex in Matlab [J]. Journal of the Electronic Imaging, 2004, 13 (1): 48-57 被引量:1

共引文献92

同被引文献109

引证文献14

二级引证文献77

相关作者

内容加载中请稍等...

相关机构

内容加载中请稍等...

相关主题

内容加载中请稍等...

浏览历史

内容加载中请稍等...
;
使用帮助 返回顶部