Logarithmic Profile Mapping Multi-Scale Retinex for Restoration of Low Illumination Images

被引:1
作者
Shi, Haiyan [1 ]
Kwok, Ngaiming [2 ]
Wu, Hongkun [2 ]
Li, Ruowei [2 ]
Liu, Shilong [2 ]
Lin, Ching-Feng [2 ]
Wong, Chin Yeow [2 ]
机构
[1] Shaoxing Univ, Sch Mech & Elect Engn, Shaoxing 312000, Zhejiang, Peoples R China
[2] Univ New South Wales, Sch Mech & Mfg Engn, Sydney, NSW 2052, Australia
来源
NINTH INTERNATIONAL CONFERENCE ON GRAPHIC AND IMAGE PROCESSING (ICGIP 2017) | 2018年 / 10615卷
关键词
Retinex; Single-Scale Retinex; Multi-Scale Retinex; image contrast enhancement; ADAPTIVE GAMMA CORRECTION; CONTRAST ENHANCEMENT; COLOR IMAGES; INTENSITY; TRACKING; MODEL;
D O I
10.1117/12.2302669
中图分类号
O43 [光学];
学科分类号
070207 ; 0803 ;
摘要
Images are valuable information sources for many scientific and engineering applications. However, images captured in poor illumination conditions would have a large portion of dark regions that could heavily degrade the image quality. In order to improve the quality of such images, a restoration algorithm is developed here that transforms the low input brightness to a higher value using a modified Multi-Scale Retinex approach. The algorithm is further improved by a entropy based weighting with the input and the processed results to refine the necessary amplification at regions of low brightness. Moreover, fine details in the image are preserved by applying the Retinex principles to extract and then re-insert object edges to obtain an enhanced image. Results from experiments using low and normal illumination images have shown satisfactory performances with regard to the improvement in information contents and the mitigation of viewing artifacts.
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页数:10
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