Low Illumination Image Enhancement Algorithm Using Iterative Recursive Filter And Visual Gamma Transformation Function

被引:6
作者
David, Dayana [1 ]
机构
[1] Univ Kerala, Dept Comp Sci, Thiruvananthapuram, India
来源
2015 FIFTH INTERNATIONAL CONFERENCE ON ADVANCES IN COMPUTING AND COMMUNICATIONS (ICACC) | 2015年
关键词
Iterative Recursive Filter; Retinex Theory; Visual Gamma transformation function; FRAMEWORK;
D O I
10.1109/ICACC.2015.43
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this paper, a Retinex based enhancement algorithm is proposed for enhancing low illumination images. The novelty of algorithm lies in the use of Iterative Recursive filter for image decomposition and Visual Gamma transformation function for pixel mapping. The edge preserving Iterative Recursive Filter estimates the base layer efficiently and 2D Visual Gamma transformation function map the pixels based on Human Vision System (HVS). The proposed Visual gamma function mimics the local and global adoption capability of HVS. The experimental results show that algorithm produce naturally looking and artifact free enhanced images with improved visibility in local regions. The subjective and objective assessment on publicly available dataset illustrates the effectiveness of the proposed method comparing with other enhancement algorithms.
引用
收藏
页码:408 / 411
页数:4
相关论文
共 13 条
[1]  
[Anonymous], P IEEE INT C IM PROC
[2]   Domain Transform for Edge-Aware Image and Video Processing [J].
Gastal, Eduardo S. L. ;
Oliveira, Manuel M. .
ACM TRANSACTIONS ON GRAPHICS, 2011, 30 (04)
[3]   A multiscale retinex for bridging the gap between color images and the human observation of scenes [J].
Jobson, DJ ;
Rahman, ZU ;
Woodell, GA .
IEEE TRANSACTIONS ON IMAGE PROCESSING, 1997, 6 (07) :965-976
[4]   Properties and performance of a center/surround retinex [J].
Jobson, DJ ;
Rahman, ZU ;
Woodell, GA .
IEEE TRANSACTIONS ON IMAGE PROCESSING, 1997, 6 (03) :451-462
[5]   A variational framework for Retinex [J].
Kimmel, R ;
Elad, M ;
Shaked, D ;
Keshet, R ;
Sobel, I .
INTERNATIONAL JOURNAL OF COMPUTER VISION, 2003, 52 (01) :7-23
[6]   LIGHTNESS AND RETINEX THEORY [J].
LAND, EH ;
MCCANN, JJ .
JOURNAL OF THE OPTICAL SOCIETY OF AMERICA, 1971, 61 (01) :1-&
[7]  
Rahman Z, 1996, INTERNATIONAL CONFERENCE ON IMAGE PROCESSING, PROCEEDINGS - VOL III, P1003, DOI 10.1109/ICIP.1996.560995
[8]   Realization of the Contrast Limited Adaptive Histogram Equalization (CLAHE) for real-time image enhancement [J].
Reza, AM .
JOURNAL OF VLSI SIGNAL PROCESSING SYSTEMS FOR SIGNAL IMAGE AND VIDEO TECHNOLOGY, 2004, 38 (01) :35-44
[9]   Brightness Preserving Dynamic Fuzzy Histogram Equalization [J].
Sheet, Debdoot ;
Garud, Hrushikesh ;
Suveer, Amit ;
Mahadevappa, Manjunatha ;
Chatterjee, Jyotirmoy .
IEEE TRANSACTIONS ON CONSUMER ELECTRONICS, 2010, 56 (04) :2475-2480
[10]   Improving the Retinex algorithm for rendering wide dynamic range photographs [J].
Sobol, R .
JOURNAL OF ELECTRONIC IMAGING, 2004, 13 (01) :65-74