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一种改进的图像快速去雾新方法 被引量:25

An Improved Method of Image Fast Defogging
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摘要 为提高雾霭天降质图像的清晰度和色彩保真度,基于暗原色先验提出了一种改进的图像快速去雾方法.针对原方法运算时间过长的问题,在保证去雾效果的前提下,利用快速双边滤波方法代替软件抠图修复透过率图,大幅度地降低了计算量和复杂度,处理时间仅为原方法的5%,满足了一般工程上的实时性要求.针对去雾处理后的图像亮度降低、颜色较实际场景偏暗的问题,提出了一种简单有效的图像对比度和亮度增强的方法,自适应地增强了图像的亮度,并对局部由于雾浓度过高而造成不清晰的区域,进行了对比度修正.结果表明,该方法能够快速有效地复原出雾天场景的对比度和真实色彩,在一定程度上保证了户外成像系统在恶劣天气下工作的稳定性和可靠性. In order to improve degraded image clarity and color fidelity in foggy weather, an improved defogging method based on dark-channel prior is proposed. According to the more computation time,and on the premise of defogging effect, fast bilateral filtering is used instead of soft matting to refine transmission map that reduces the complexity of'the algorithm greatly. The processing time is 5~ of original method, which can meet the real-time requirements of the general engineering. Since the brightness of image after haze removal is lower than the actual scene and the color is dim, a simple and effective method of image contrast and brightness enhancement is proposed. It adaptively enhances the image brightness, and modifies the local contrast which is due to the thick fog and haze. The experimental results indicates that this method can restore the fog scene and color rapidly and effectively, and guaranteed the stability and reliability of outdoor imaging system in bad weather in a certain extent.
出处 《光子学报》 EI CAS CSCD 北大核心 2013年第7期872-877,共6页 Acta Photonica Sinica
基金 吉林省科技厅项目(No.20121006)资助
关键词 雾霭 图像去雾 暗原色先验 快速双边滤波 Fog Image defogging Dark-channel prior Fast bilateral filter
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参考文献13

  • 1TAN R. Visibility in bad weather from a single image[C]. Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, Alaska, USA, 2008, 1:1- 8.
  • 2FATAL R. Single image dehazing[J]. ACM Transactions on Graphics, SIGGRAPH, 2008, 27(3): 1-9.
  • 3TAREL Jean-philippe. Fast visibility restoration from a single color or gray level image[C]. Proceedings of IEEE Conference on International Conference on Computer Vision, Kyoto, Japan, 2009, 10: 20-28.
  • 4McCARTNEY E J. Optics of the atmosphere: scattering by molecules and particles[J]. John Wiley and Sons, 1976, 12 (5) : 123-129.
  • 5杨靖宇,张永生,邹晓亮,董广军.利用暗原色先验知识实现航空影像快速去雾[J].武汉大学学报(信息科学版),2010,35(11):1292-1295. 被引量:30
  • 6HE Kai ming, SUN Jian. Single image haze removal using dark channel prior[C]. Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, Miami, 2009: 1956- 1963.
  • 7嵇晓强,戴明,尹传历,冯宇平,柏旭光.航拍降质图像的去雾处理[J].光学精密工程,2011,19(7):1659-1668. 被引量:26
  • 8嵇晓强,戴明,孙丽娜,郎小龙,王洪.暗原色先验图像去雾算法研究[J].光电子.激光,2011,22(6):926-930. 被引量:27
  • 9王时震,万惠琼,曾令沙,彭希隆.应用暗原色先验规律的遥感影像去雾技术[J].测绘科学技术学报,2011,28(3):182-185. 被引量:20
  • 10HE Kai-ming, SUN Jian, TANG Xiao ou. Guided image filtering[C]. Proceedings of the llth European Conference on Computer Vision. Heraklion,Crete,Greece: 2010: 1- 14.

二级参考文献70

  • 1王鸿南,钟文,汪静,夏德深.图像清晰度评价方法研究[J].中国图象图形学报(A辑),2004,9(7):828-831. 被引量:121
  • 2王彦臣,李树杰,黄廉卿.基于多尺度Retinex的数字X光图像增强方法研究[J].光学精密工程,2006,14(1):70-76. 被引量:47
  • 3钱巍,张燕晖,迟媛.机群环境下基于PCG法的有限元并行算法[J].东北农业大学学报,2006,37(3):390-392. 被引量:2
  • 4马慧云,李德仁,刘良明,郭建星.基于MODIS数据的雾光谱特性研究[J].武汉大学学报(信息科学版),2007,32(6):506-509. 被引量:11
  • 5Tomasi C, Manduchi R. Bilateral filtering for gray and color images [ A ]. In: Proceedings of the Sixth International Conference on Computer Vision [ C ], Washington, DC, USA: IEEE Computer Society, 1998: 839-846.
  • 6Overton K J, Weymouth T E. A noise reducing preprocessing algorithm [ A ] . In: Proceedings of IEEE Computer Science Conference on Pattern Recognition and Image Processing [ C ], Chicago, Illinois, USA, 1979: 498-507.
  • 7Pham T Q, Vliet L J. Separable bilateral filtering for fast video preproeessing [ A]. In: Proceedings of IEEE International Conference on Multimedia and Expo [ C ] , Amsterdam, Netherlands, 2005 : 454- 457.
  • 8Lim Y C, Parker S R. FIR filter design over a discrete powers-of-two coefficient space [ J]. IEEE Transactions on Acoustic Speech, Signal Processing, 1983, 31(6): 583-591.
  • 9Lim Y C. Design of discrete-coefficient-value linear phase FIR filters with optimum normalized peak ripple magnitude [ J ]. IEEE Transactions on Circuits and Systems, 1990, 37(12) : 1480-1486.
  • 10Li D, Lim Y C, Lian Y, et al. A polynomial-time algorithm for designing FIR filters with power-of-two eoeffieients [ J ]. IEEE Transactions on Signal Processing, 2002, 50 (8) : 1935-1941.

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