Adaptive clip-limit-based bi-histogram equalization algorithm for infrared image enhancement

自适应直方图均衡化 直方图 直方图均衡化 直方图匹配 平衡直方图阈值法 计算机科学 人工智能 图像直方图 剪裁(形态学) 算法 计算机视觉 模式识别(心理学) 图像处理 图像(数学) 彩色图像 哲学 语言学
作者
Abhisek Paul,Tandra Sutradhar,Paritosh Bhattacharya,Santi P. Maity
出处
期刊:Applied Optics [Optica Publishing Group]
卷期号:59 (28): 9032-9032 被引量:19
标识
DOI:10.1364/ao.395848
摘要

Infrared (IR) images are basically low-contrast in nature; hence, it is essential to enhance the contrast of IR images to facilitate real-life applications. This work proposes a novel adaptive clip-limit-oriented bi-histogram equalization (bi-HE) method for enhancing IR images. HE methods are simple in implementation but often cause over-enhancement due to the presence of long spikes. To reduce long spikes, this work suggests to apply a log-power operation on the histogram, where the log operation reduces the long spikes, and power transformation regains the shape of the histogram. First, a histogram separation point is generated applying the mean of the multi-peaks of the input histogram. After that, an alteration in the input histogram is done using the log-power process. Subsequently, a clipping operation on the altered histogram followed by redistribution of the clipped portion is performed to restrict over-enhancement. Next, the modified histogram is sub-divided using the histogram separation point. Finally, the modified sub-histograms are equalized independently. Simulation results show that the suggested method effectively improves the contrast of IR images. Visual quality evaluations and quantitative assessment demonstrate that the suggested method outperforms the state-of-the-art algorithms.
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