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A photographic negative imaging inspired method for low illumination night-time image enhancement

机译:低照度夜间图像增强的照相负像启发方法

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摘要

Images captured in low illumination conditions usually suffer from a poor visibility which has an important affect on the performance of computer vision systems. Thereby low illumination image enhancement is critical for image-related applications. In this paper, we proposed a photographic negative imaging inspired method for enhancing the images taken under low illumination environments. It consists of three basic components. First, the input night-time image is reversed to obtain its corresponding negative image (which is comparable with the latent image of a photographic film). Second, a rectification on the negative image is performed (Which is comparable with the chemical development in the process of film processing) by using an image dehazing method. This operation is inspired by the observation that the negative image looks like a hazed image and thereby it can be enhanced using a dehazing method. Third, the rectified negative image is reversed to obtain the final enhanced image (Which is comparable with the operation of fixing in the later stage of film processing.). Experiments over a large quantity of low contrast night-time images show that the proposed method is effective for enhancing low illumination images. Compared with six state-of-the-art image enhancement methods, the proposed method is superior to them in both enhancing image quality and decreasing time cost.
机译:在低照度条件下捕获的图像通常具有较差的可见度,这对计算机视觉系统的性能有重要影响。因此,低照度图像增强对于图像相关应用至关重要。在本文中,我们提出了一种照相负像启发方法来增强在低照度环境下拍摄的图像。它由三个基本组件组成。首先,反转输入的夜间图像以获得其相应的负像(与照相胶片的潜像相当)。其次,通过使用图像去雾方法对负图像进行校正(这与胶片处理过程中的化学显影相当)。观察到负图像看起来像是雾状图像,从而激发了该操作,因此可以使用除雾方法对其进行增强。第三,将校正后的负像反转以获得最终的增强图像(这与在胶片处理的后期阶段的定影操作相当)。对大量低对比度夜间图像进行的实验表明,该方法对于增强低照度图像是有效的。与六种最新的图像增强方法相比,该方法在增强图像质量和减少时间成本方面均优于它们。

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