Banić Nikola, Lončarić Sven
J Opt Soc Am A Opt Image Sci Vis. 2015 Nov 1;32(11):2136-47. doi: 10.1364/JOSAA.32.002136.
Removing the influence of illumination on image colors and adjusting the brightness across the scene are important image enhancement problems. This is achieved by applying adequate color constancy and brightness adjustment methods. One of the earliest models to deal with both of these problems was the Retinex theory. Some of the Retinex implementations tend to give high-quality results by performing local operations, but they are computationally relatively slow. One of the recent Retinex implementations is light random sprays Retinex (LRSR). In this paper, a new method is proposed for brightness adjustment and color correction that overcomes the main disadvantages of LRSR. There are three main contributions of this paper. First, a concept of memory sprays is proposed to reduce the number of LRSR's per-pixel operations to a constant regardless of the parameter values, thereby enabling a fast Retinex-based local image enhancement. Second, an effective remapping of image intensities is proposed that results in significantly higher quality. Third, the problem of LRSR's halo effect is significantly reduced by using an alternative illumination processing method. The proposed method enables a fast Retinex-based image enhancement by processing Retinex paths in a constant number of steps regardless of the path size. Due to the halo effect removal and remapping of the resulting intensities, the method outperforms many of the well-known image enhancement methods in terms of resulting image quality. The results are presented and discussed. It is shown that the proposed method outperforms most of the tested methods in terms of image brightness adjustment, color correction, and computational speed.
消除光照对图像颜色的影响并调整整个场景的亮度是重要的图像增强问题。这通过应用适当的颜色恒常性和亮度调整方法来实现。最早处理这两个问题的模型之一是视网膜皮层理论。一些视网膜皮层算法的实现倾向于通过执行局部操作给出高质量的结果,但它们的计算相对较慢。最近的视网膜皮层算法实现之一是轻随机喷雾视网膜皮层算法(LRSR)。本文提出了一种新的亮度调整和颜色校正方法,克服了LRSR的主要缺点。本文有三个主要贡献。第一,提出了记忆喷雾的概念,将LRSR的逐像素操作数量减少到一个与参数值无关的常数,从而实现基于视网膜皮层理论的快速局部图像增强。第二,提出了一种有效的图像强度重映射方法,可显著提高质量。第三,通过使用替代照明处理方法,显著减少了LRSR的光晕效应。所提出的方法通过以恒定步数处理视网膜皮层路径来实现基于视网膜皮层理论的快速图像增强,而与路径大小无关。由于消除了光晕效应并对所得强度进行了重映射。该方法在所得图像质量方面优于许多著名的图像增强方法。展示并讨论了结果。结果表明,所提出的方法在图像亮度调整、颜色校正和计算速度方面优于大多数测试方法。