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Color image contrast enhancement using a local equalization and weighted sum approach

机译:使用局部均衡和加权和方法的彩色图像对比度增强

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Image contrast enhancement is a fundamental step taken to ensure the effectiveness of subsequent image-related processes. In additional to subjective quality evaluation, objective user viewing is also a common performance requirement. However, canonical global histogram equalization methods which though produce a higher information content may give rise to viewing un-comfort due to over-fitting the two ends of the intensity range. A strategy of local sector enhancement by histogram equalization is proposed in this research to mitigate that drawback. The image is first divided into sectors and they are independently enhanced by histogram equalization. Intermediate images are then generated recursively using this method and a resultant image is obtained by a weighted-sum aggregation on the basis of an intensity gradient measure. Local sectors with higher contrast dominate the others thus achieving overall global contrast enhancement. Experimental results from tests conducted on a variety of samples such as indoor, outdoor, and imperfect illumination images have shown the effectiveness of the proposed method.
机译:图像对比度增强是确保后续图像相关过程的有效性所采取的基本步骤。除了主观质量评估之外,客观的用户观看也是常见的性能要求。但是,规范的全局直方图均衡方法虽然会产生较高的信息内容,但由于过度拟合强度范围的两端,可能会导致观看不舒服。在这项研究中提出了一种通过直方图均衡化来增强局部扇区的策略,以缓解该缺陷。首先将图像划分为多个扇区,然后通过直方图均衡对它们进行独立增强。然后使用此方法递归生成中间图像,并基于强度梯度测度通过加权和聚合获得结果图像。对比度较高的本地部门主导了其他部门,从而总体上增强了全球对比度。对各种样本(例如室内,室外和不完美的照明图像)进行的测试实验结果表明,该方法是有效的。

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