Enhancement of Images with Very Low Light by Using Modified Brightness Low Lightness Areas Algorithm Based on Sigmoid Function

被引:2
作者
Abraham, Noor Jabbar [1 ]
Daway, Hazim G. [1 ]
Ali, Rafid Abbas [1 ]
机构
[1] Mustansiriyah Univ, Coll Sci, Dept Phys, Baghdad 10011, Iraq
关键词
brightness low lightness areas; image enhancement; sigmoid function; very low lightness; YIQ; CONTRAST ENHANCEMENT;
D O I
10.18280/ts.390425
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Enhancement of images with very low light has become an important role in the field of digital image processing, especially during night photography, tracking and medical imaging using binoculars. In this study, a new algorithm was proposed to enhance images with very low light on the basis of the development of brightness low lightness areas algorithm with the treatment of lighting component (Y) by using Sigmoid function in accordance with YIQ colour space. The proposed method was compared with several algorithms as (contrast enhancement approach, multi-scale retinax with color restoration, histogram equalization, fuzzy logic based-on sigmoid membership function, second-order Taylor series approximation and parallel nonlinear adaptive enhancement) by using non-reference quality measures on the basis of LIME data. Results showed the success of the proposed method on improving images with very low light, obtaining the best quality values rates of Entropy (6.81), NIQE (3.46) and PIQE (35.87).
引用
收藏
页码:1323 / 1330
页数:8
相关论文
共 23 条
[1]  
Abd-Al Ameer Z. S., 2019, J ENG APPL SCI, V14, P641
[2]   Deep Residual CNN with Contrast Limited Adaptive Histogram Equalization for Weed Detection in Soybean Crops [J].
Babu, Velpula Sekhara ;
Ram, Nidumolu Venkat .
TRAITEMENT DU SIGNAL, 2022, 39 (02) :717-722
[3]  
Daway EG, 2022, J ENG SCI TECHNOL, V17, P1276
[4]  
Daway HG., 2020, Int. J. Intell. Eng. Syst, V13, P238
[5]  
Dong X, 2011, IEEE INT CON MULTI
[6]   A weighted variational model for simultaneous reflectance and illumination estimation [J].
Fu, Xueyang ;
Zeng, Delu ;
Huang, Yue ;
Zhang, Xiao-Ping ;
Ding, Xinghao .
2016 IEEE CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION (CVPR), 2016, :2782-2790
[7]   Local Color Correction [J].
Gomila Salas, Juan Gabriel ;
Luis Lisani, Jose .
IMAGE PROCESSING ON LINE, 2011, 1 :260-280
[8]   LIME: Low-Light Image Enhancement via Illumination Map Estimation [J].
Guo, Xiaojie ;
Li, Yu ;
Ling, Haibin .
IEEE TRANSACTIONS ON IMAGE PROCESSING, 2017, 26 (02) :982-993
[9]   New contrast enhancement approach for dark images with non-uniform illumination [J].
Gupta, Bhupendra ;
Agarwal, Tarun Kumar .
COMPUTERS & ELECTRICAL ENGINEERING, 2018, 70 :616-630
[10]   Single Image Haze Removal Using Dark Channel Prior [J].
He, Kaiming ;
Sun, Jian ;
Tang, Xiaoou .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2011, 33 (12) :2341-2353