Image illumination enhancement with an objective no-reference measure of illumination assessment based on Gaussian distribution mapping

Abstract Illumination problems have been an important concern in many image processing applications. The pattern of the histogram on an image introduces meaningful features; hence within the process of illumination enhancement, it is important not to destroy such information. In this paper we propose a method to enhance image illumination using Gaussian distribution mapping which also keeps the information laid on the pattern of the histogram on the original image. First a Gaussian distribution based on the mean and standard deviation of the input image will be calculated. Simultaneously a Gaussian distribution with the desired mean and standard deviation will be calculated. Then a cumulative distribution function of each of the Gaussian distributions will be calculated and used in order to map the old pixel value onto the new pixel value. Another important issue in the field of illumination enhancement is absence of a quantitative measure for the assessment of the illumination of an image. In this research work, a quantitative measure indicating the illumination state, i.e. contrast level and brightness of an image, is also proposed. The measure utilizes the estimated Gaussian distribution of the input image and the Kullback-Leibler Divergence (KLD) between the estimated Gaussian and the desired Gaussian distributions to calculate the quantitative measure. The experimental results show the effectiveness and the reliability of the proposed illumination enhancement technique, as well as the proposed illumination assessment measure over conventional and state-of-the-art techniques.

[1]  Qiang Chen,et al.  Illumination Normalization Among Multiple Remote-Sensing Images , 2014, IEEE Geoscience and Remote Sensing Letters.

[2]  Joonki Paik,et al.  Contrast enhancement system using spatially adaptive histogram equalization with temporal filtering , 1998 .

[3]  Azeddine Beghdadi,et al.  A new reference-free image quality index for blur estimation in the frequency domain , 2009, 2009 IEEE International Symposium on Signal Processing and Information Technology (ISSPIT).

[4]  Parvaneh Saeedi,et al.  Automatic Rooftop Extraction in Nadir Aerial Imagery of Suburban Regions Using Corners and Variational Level Set Evolution , 2013, IEEE Transactions on Geoscience and Remote Sensing.

[5]  Manjunatha Mahadevappa,et al.  Brightness preserving dynamic fuzzy histogram equalization , 2010, IEEE Transactions on Consumer Electronics.

[6]  A. Bovik,et al.  A universal image quality index , 2002, IEEE Signal Processing Letters.

[7]  Wonjun Hwang,et al.  SVD Face: Illumination-Invariant Face Representation , 2014, IEEE Signal Processing Letters.

[8]  M. Ali Akber Dewan,et al.  A Dynamic Histogram Equalization for Image Contrast Enhancement , 2007, IEEE Transactions on Consumer Electronics.

[9]  Zhong Cao,et al.  A Combining Spatial Enhancement Method for Low Illumination Images , 2013, 2013 Fourth International Conference on Emerging Intelligent Data and Web Technologies.

[10]  Chin-Chuan Han,et al.  Adaptive Multiscale Retinex for Image Contrast Enhancement , 2013, 2013 International Conference on Signal-Image Technology & Internet-Based Systems.

[11]  Arthur Robert Weeks,et al.  Histogram specification of 24-bit color images in the color difference (C-Y) color space , 1999, Electronic Imaging.

[12]  Narasimhan Sundararajan,et al.  Image Quality Measurement Using Sparse Extreme Learning Machine Classifier , 2006, 2006 9th International Conference on Control, Automation, Robotics and Vision.

[13]  Haidi Ibrahim,et al.  Brightness Preserving Dynamic Histogram Equalization for Image Contrast Enhancement , 2007, IEEE Transactions on Consumer Electronics.

[14]  Nor Ashidi Mat Isa,et al.  Fuzzy image enhancement for low contrast and non-uniform illumination images , 2013, 2013 IEEE International Conference on Signal and Image Processing Applications.

[15]  Gholamreza Anbarjafari,et al.  Satellite Image Contrast Enhancement Using Discrete Wavelet Transform and Singular Value Decomposition , 2010, IEEE Geoscience and Remote Sensing Letters.

[16]  Selim Aksoy,et al.  Image Mining Using Directional Spatial Constraints , 2010, IEEE Geoscience and Remote Sensing Letters.

[17]  H. Demirel,et al.  Image equalization based on singular value decomposition , 2008, 2008 23rd International Symposium on Computer and Information Sciences.

[18]  Hyun Seung Yang,et al.  A Multidimensional Histogram Equalization by Fitting an Isotropic Gaussian Mixture to a Uniform Distribution , 2006, 2006 International Conference on Image Processing.

[19]  Michel Herbin,et al.  No-reference Image Semantic Quality Approach using Neural Network , 2011, 2011 IEEE International Symposium on Signal Processing and Information Technology (ISSPIT).

[20]  Lora Koenig,et al.  A Sea-Ice Lead Detection Algorithm for Use With High-Resolution Airborne Visible Imagery , 2013, IEEE Transactions on Geoscience and Remote Sensing.

[21]  Qinping Zhao,et al.  Face Illumination Manipulation Using a Single Reference Image by Adaptive Layer Decomposition , 2013, IEEE Transactions on Image Processing.

[22]  Eunsung Lee,et al.  Contrast Enhancement Using Dominant Brightness Level Analysis and Adaptive Intensity Transformation for Remote Sensing Images , 2013, IEEE Geoscience and Remote Sensing Letters.

[23]  Rabab Kreidieh Ward,et al.  Adaptive Region-Based Image Enhancement Method for Robust Face Recognition Under Variable Illumination Conditions , 2010, IEEE Transactions on Circuits and Systems for Video Technology.

[24]  Fabrice Urban,et al.  No-reference Harmony-Guided Quality Assessment , 2013, 2013 IEEE Conference on Computer Vision and Pattern Recognition Workshops.

[25]  F. Cheevasuvit,et al.  Enhancement of color image obtained from PCA-FCM technique using local area histogram equalization , 2002, Optics + Photonics.

[26]  Mohammed Ghanbari,et al.  Scope of validity of PSNR in image/video quality assessment , 2008 .

[27]  Hai-Miao Hu,et al.  Naturalness Preserved Enhancement Algorithm for Non-Uniform Illumination Images , 2013, IEEE Transactions on Image Processing.

[28]  Dia I. Abu-Al-Nadi,et al.  Road traffic sign detection in color images , 2003, 10th IEEE International Conference on Electronics, Circuits and Systems, 2003. ICECS 2003. Proceedings of the 2003.

[29]  Farid Melgani,et al.  Automatic Car Counting Method for Unmanned Aerial Vehicle Images , 2014, IEEE Transactions on Geoscience and Remote Sensing.

[30]  M. Gaata,et al.  No-reference quality metric based on fuzzy neural network for subjective image watermarking evaluation , 2012, 2012 IEEE International Conference on Imaging Systems and Techniques Proceedings.

[31]  Thirimachos Bourlai,et al.  Quality metrics for practical face recognition , 2012, Proceedings of the 21st International Conference on Pattern Recognition (ICPR2012).