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
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.
引用
收藏
页数:10
相关论文
共 50 条
  • [1] Logarithmic Profile Mapping and Retinex Edge Preserving for Restoration of Low Illumination Images
    Kwok, Ngaiming
    Shi, Haiyan
    Fang, Gu
    Lin, Ching-Feng
    Wong, Chin Yeow
    Liu, San Chi
    Liu, Shilong
    Rahman, Md Arifur
    2016 9TH INTERNATIONAL CONGRESS ON IMAGE AND SIGNAL PROCESSING, BIOMEDICAL ENGINEERING AND INFORMATICS (CISP-BMEI 2016), 2016, : 217 - 222
  • [2] Adaptive enhancement algorithm for low-illumination images of welding shops based on improved multi-scale Retinex with color restoration
    Huang, Hong
    Peng, Xiangqian
    Guo, Cheng
    Hu, Xiaoping
    JOURNAL OF ELECTRONIC IMAGING, 2025, 34 (01)
  • [3] Multi-scale retinex with color restoration and detail compensation
    Zhang, Shangwei
    Zeng, Ping
    Luo, Xuemei
    Zheng, Haihong
    Hsi-An Chiao Tung Ta Hsueh/Journal of Xi'an Jiaotong University, 2012, 46 (04): : 32 - 37
  • [4] Tone mapping infrared images using conditional filtering based multi-scale retinex
    Luo, Haibo
    Xu, Lingyun
    Hui, Bin
    Chang, Zheng
    AOPC 2015: IMAGE PROCESSING AND ANALYSIS, 2015, 9675
  • [5] Improved multi-scale Retinex image enhancement of under poor illumination
    Shao, Zhenfeng
    Bai, Yun
    Zhou, Xiran
    Wuhan Daxue Xuebao (Xinxi Kexue Ban)/Geomatics and Information Science of Wuhan University, 2015, 40 (01): : 32 - 39
  • [6] Novel multi-scale retinex with color restoration on graphics processing unit
    Jiang, Bo
    Woodell, Glenn A.
    Jobson, Daniel J.
    JOURNAL OF REAL-TIME IMAGE PROCESSING, 2015, 10 (02) : 239 - 253
  • [7] Novel multi-scale retinex with color restoration on graphics processing unit
    Bo Jiang
    Glenn A. Woodell
    Daniel J. Jobson
    Journal of Real-Time Image Processing, 2015, 10 : 239 - 253
  • [8] Single-Scale Center-Surround Retinex Based Restoration of Low-illumination Images with Edge Enhancement
    Kwok, Ngaiming
    Shi, Haiyan
    Peng, Yeping
    Wu, Hongkun
    Li, Ruowei
    Liu, Shilong
    Rahman, Md Arifur
    NINTH INTERNATIONAL CONFERENCE ON GRAPHIC AND IMAGE PROCESSING (ICGIP 2017), 2018, 10615
  • [9] Low-Illumination Image Enhancement Algorithm Based on Improved Multi-Scale Retinex and ABC Algorithm Optimization
    Sun, Ying
    Zhao, Zichen
    Jiang, Du
    Tong, Xiliang
    Tao, Bo
    Jiang, Guozhang
    Kong, Jianyi
    Yun, Juntong
    Liu, Ying
    Liu, Xin
    Zhao, Guojun
    Fang, Zifan
    FRONTIERS IN BIOENGINEERING AND BIOTECHNOLOGY, 2022, 10
  • [10] Video Image Dehazing Algorithm Based on Multi-scale Retinex with Color Restoration
    Mei Xue
    Yang Ji
    Zhang Yuyan
    Li Weiwei
    Zhang Jiugen
    2016 INTERNATIONAL CONFERENCE ON SMART GRID AND ELECTRICAL AUTOMATION (ICSGEA 2016), 2016, : 195 - 200