Bilateral tone mapping scheme for color correction and contrast adjustment in nearly invisible medical images

IF 1.2 3区 工程技术 Q4 CHEMISTRY, APPLIED Color Research and Application Pub Date : 2023-08-04 DOI:10.1002/col.22887
Bharath Subramani, Magudeeswaran Veluchamy
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Abstract

Medical images are commonly used to diagnose and screen various diseases. However, medical images taken by operators with different skill levels have a considerable variation in visual quality. Poor illumination of images increases uncertainty in clinical treatment and lead to the risk of misdiagnosis. This paper proposes a novel bilateral tone-mapped gamma correction to enhance the visual quality of medical images without affecting the natural color quality. First, the proposed tone-mapped gamma correction is employed to enhance the intensity values of poorly illuminated medical images. Then, bilateral enhancement curve adjustment is performed to effectively improve the global luminance content of the input image with features and richer information. The image quality assessment measures like entropy, blind/reference less image spatial quality evaluator, natural image quality evaluator, perception-based image quality evaluator, contrast enhancement based image quality parameter, and color contrast fog density evaluates the superior performance of the proposed technique. The experimental results significantly enhance the intensity difference between dark and bright areas and can aid clinical experts and intelligent health fields.

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用于几乎不可见医学图像的颜色校正和对比度调整的双边色调映射方案
医学图像通常用于诊断和筛查各种疾病。然而,具有不同技能水平的操作员拍摄的医学图像在视觉质量上存在相当大的差异。图像照明不良增加了临床治疗的不确定性,并导致误诊的风险。本文提出了一种新的双边色调映射伽玛校正,以在不影响自然色质量的情况下提高医学图像的视觉质量。首先,采用所提出的色调映射伽马校正来增强照明不良的医学图像的强度值。然后,进行双边增强曲线调整,以有效地提高具有特征和更丰富信息的输入图像的全局亮度内容。图像质量评估指标,如熵、无盲/无参考图像空间质量评估器、自然图像质量评估器,基于感知的图像质量评估者,基于对比度增强的图像质量参数和彩色对比雾密度,评估了所提出技术的优好性能。实验结果显著增强了暗区和亮区之间的强度差异,可以帮助临床专家和智能健康领域。
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来源期刊
Color Research and Application
Color Research and Application 工程技术-工程:化工
CiteScore
3.70
自引率
7.10%
发文量
62
审稿时长
>12 weeks
期刊介绍: Color Research and Application provides a forum for the publication of peer-reviewed research reviews, original research articles, and editorials of the highest quality on the science, technology, and application of color in multiple disciplines. Due to the highly interdisciplinary influence of color, the readership of the journal is similarly widespread and includes those in business, art, design, education, as well as various industries.
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