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A Contrast Enhancement Method for HDR Image Using a Modified Image Formation Model

机译:使用改进的图像形成模型的HDR图像对比度增强方法

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Poor illumination and viewing conditions have negativeinfluences on the quality of an image, especially the contrast of the dark and bright region. Thus, captured and displayed images usually need contrast enhancement. Histogram-based or gamma correction-based methods are generally utilized for this. However, these methods are global contrast enhancement method, and since the sensitivity of the human eye changes locally according to the position of the object and the illumination in the scene, the global contrast enhancement methods have a limit. The spatial adaptive method is needed to overcome these limitations and it has led to the development of an integrated surround retinex (ISR), and estimation of dominant chromaticity (EDC) methods. However, these methods are based on Gray-World Assumption, and they use a general image formation model, so the color constancy is known to get poor results, shown through graying-out, halo-artifacts (ringing effects), and the dominated color. This paper presents a contrast enhancement method using a modified image formation model in which the image is divided into three components: global illumination, local illumination and reflectance. After applying the power constant value to control the contrast in the resulting image, the output image is obtained from their product to avoid or minimize a color distortion, based on the sRGB color representation. The experimental results show that the proposed method yields better performances than conventional methods.
机译:不良的照明和观看条件会对图像质量(尤其是暗区和亮区的对比度)产生负面影响。因此,捕获和显示的图像通常需要对比度增强。为此通常使用基于直方图或基于伽马校正的方法。然而,这些方法是全局对比度增强方法,并且由于人眼的灵敏度根据对象的位置和场景中的照明而局部改变,因此全局对比度增强方法具有局限性。需要一种空间自适应方法来克服这些局限性,并导致了集成环绕声retinex(ISR)和主色度(EDC)方法的开发。但是,这些方法基于灰色世界假设,并且使用一般的图像形成模型,因此已知颜色恒定性会得到较差的结果,这些结果通过变灰,光晕伪像(振铃效果)和主导色来显示。 。本文提出了一种使用改进的图像形成模型的对比度增强方法,该方法将图像分为三个部分:全局照明,局部照明和反射率。在应用功率常数值以控制所得图像中的对比度之后,基于sRGB颜色表示,从其产品中获得输出图像,以避免或最小化颜色失真。实验结果表明,所提出的方法比常规方法具有更好的性能。

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