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Fast image dehazing using improved dark channel prior

机译:使用改进的暗通道进行快速图像去雾

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摘要

In the frog and haze climatic condition, the captured picture will become blurred and the color is partial gray and white, due to the effect of atmospheric scattering. This situation brings a great deal of inconvenience to the video surveillance system, so the study of defogging algorithm in this weather is of great importance. This paper deeply analyzes the physical process of imaging in foggy weather. After full study on the haze removal algorithm of single image over the last decade, we propo se a fast haze removal algorithm which based on a fast bilateral filtering combined with dark colors prior. This algorithm starts with the atmospheric scattering model, derives a estimated transmission map by using dark channel prior, and then combines with grayscale to extract refined transmission map by using the fast bilateral filter. This algorithm has a fast execution speed and greatly improves the original algorithm which is morre time-consuming. On this basis, we analyzed the reasons why the image is dim after the haze removal using dark channel prior, and proposed the improved transmission map formula. Experimental-results show that this algorithm is feasible which effectively restores the contrast and color of the scene, significantly improves the visual effects of the image. Those image with large area of sky usually prone to distortion when using the dark channel prior, Therefore we propose a method of weakening the sky region, aims to improve the adaptability of the algorithm.
机译:在青蛙和阴霾的气候条件下,由于大气散射的影响,拍摄的图像将变得模糊,颜色为部分灰白色。这种情况给视频监控系统带来了很大的不便,因此研究这种天气下的除雾算法具有重要的意义。本文深入分析了大雾天气下成像的物理过程。在对过去十年中单个图像的雾度去除算法进行了全面研究之后,我们提出了一种基于快速双边滤波结合暗色的快速雾度去除算法。该算法从大气散射模型入手,先利用暗通道推算出透射图,再与灰度组合,利用快速双边滤波器提取精细的透射图。该算法执行速度快,大大提高了原有算法的效率。在此基础上,分析了先使用暗通道去除雾霾后图像变暗的原因,并提出了改进的透射图公式。实验结果表明,该算法是可行的,可以有效恢复场景的对比度和色彩,显着提高图像的视觉效果。在使用暗通道的情况下,那些具有较大天空面积的图像通常易于失真,因此我们提出了一种弱化天空区域的方法,旨在提高算法的适应性。

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