FuzzyCIE: fuzzy colour image enhancement for low-exposure images

Colour image enhancement not only is of high importance in consumer electronics, but also plays significant role in medical imaging, remotely sensed imaging, etc. Moreover, low-exposure colour images inherently lack sufficient image details which are exclusively necessary for workings in these domains. To address this less explored problem, a novel enhancement algorithm involving estimation of the fuzzy histogram with thresholding based on the computed effect of exposure value has been proposed. The algorithm operates on the lightness ( $$L^{*}$$ L ∗ ) component of the input image in $$L^{*}a^{*}b^{*}$$ L ∗ a ∗ b ∗ colour space, while preserving the colour-opponent dimensions ( $$a^{*} $$ a ∗ and $$ b^{*}$$ b ∗ ) to maintain the natural outlook of the image. This technique has been experimentally demonstrated over a dataset consisting of images generated at different exposure levels. Quantitative and qualitative analysis of the relative performance of the proposed algorithm has been shown with respect to state-of-the-art enhancement algorithms over the $$L^{*}a^{*}b^{*}$$ L ∗ a ∗ b ∗ space.

[1]  Chien-Cheng Tseng,et al.  A Low-Light Color Image Enhancement Method on CIELAB Space , 2018, 2018 IEEE 7th Global Conference on Consumer Electronics (GCCE).

[2]  Kuo-Chin Fan,et al.  Color Enhancement for Four-Component Decomposed Polarimetric SAR Image Based on a CIE-Lab Encoding , 2018, Remote. Sens..

[3]  Sushil Kumar,et al.  DE-IE: differential evolution for color image enhancement , 2014, International Journal of System Assurance Engineering and Management.

[4]  Madasu Hanmandlu,et al.  A Novel Optimal Fuzzy System for Color Image Enhancement Using Bacterial Foraging , 2009, IEEE Transactions on Instrumentation and Measurement.

[5]  Lei Zhang,et al.  An extended variational image decomposition model for color image enhancement , 2018, Neurocomputing.

[6]  Bhupendra Gupta,et al.  Color retinal image enhancement using luminosity and quantile based contrast enhancement , 2019, Multidimens. Syst. Signal Process..

[7]  Flavio Piccoli,et al.  Learning Parametric Functions for Color Image Enhancement , 2019, CCIW.

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

[9]  Qi-Chong Tian,et al.  A variational-based fusion model for non-uniform illumination image enhancement via contrast optimization and color correction , 2018, Signal Process..

[10]  Ashish Kumar Bhandari,et al.  Cuckoo search algorithm-based brightness preserving histogram scheme for low-contrast image enhancement , 2019, Soft Computing.

[11]  Priyambada Subudhi,et al.  A Morphological Color Image Contrast Enhancement Technique Using Hilbert 3D Space Filling Curve , 2018 .

[12]  Kai Liu,et al.  Retinex-based image enhancement framework by using region covariance filter , 2018, Soft Comput..

[13]  Y. Y. Tan,et al.  Recursive sub-image histogram equalization applied to gray scale images , 2007, Pattern Recognit. Lett..

[14]  Yongbo Ma,et al.  Low-Illumination Color Image Enhancement Using Intuitionistic Fuzzy Sets , 2018 .

[15]  Rajiv Kapoor,et al.  Image enhancement via Median-Mean Based Sub-Image-Clipped Histogram Equalization , 2014 .

[16]  C. V. Jawahar,et al.  Incorporation of gray-level imprecision in representation and processing of digital images , 1996, Pattern Recognit. Lett..

[17]  David Zhang,et al.  FSIM: A Feature Similarity Index for Image Quality Assessment , 2011, IEEE Transactions on Image Processing.

[18]  Eero P. Simoncelli,et al.  Image quality assessment: from error visibility to structural similarity , 2004, IEEE Transactions on Image Processing.

[19]  Abd. Rahman Ramli,et al.  Minimum mean brightness error bi-histogram equalization in contrast enhancement , 2003, IEEE Trans. Consumer Electron..

[20]  Abd. Rahman Ramli,et al.  Contrast enhancement using recursive mean-separate histogram equalization for scalable brightness preservation , 2003, IEEE Trans. Consumer Electron..

[21]  Dibya Jyoti Bora An Ideal Approach for Medical Color Image Enhancement , 2018 .

[22]  Bingjian Wang,et al.  A real-time contrast enhancement algorithm for infrared images based on plateau histogram , 2006 .

[23]  Chao Wang,et al.  Brightness preserving histogram equalization with maximum entropy: a variational perspective , 2005, IEEE Trans. Consumer Electron..

[24]  Kohei Inoue,et al.  Saturation improvement in hue-preserving color image enhancement without gamut problem , 2018, ICT Express.

[25]  Haidi Ibrahim,et al.  Bi-histogram equalization with a plateau limit for digital image enhancement , 2009, IEEE Transactions on Consumer Electronics.

[26]  Maolin Zhang,et al.  The Linear Transformation Image Enhancement Algorithm Based on HSV Color Space , 2017 .

[27]  Michela Lecca,et al.  STAR: A Segmentation-Based Approximation of Point-Based Sampling Milano Retinex for Color Image Enhancement , 2018, IEEE Transactions on Image Processing.

[28]  Noriaki Suetake,et al.  Hue-preserving image enhancement in CIELAB color space considering color gamut , 2019, Optical Review.

[29]  Qian Chen,et al.  Image enhancement based on equal area dualistic sub-image histogram equalization method , 1999, IEEE Trans. Consumer Electron..

[30]  N. Tsumura,et al.  Device-independent graininess reproduction , 2018, Optical Review.

[31]  Magudeeswaran Veluchamy,et al.  Image contrast and color enhancement using adaptive gamma correction and histogram equalization , 2019, Optik.

[32]  Yeong-Taeg Kim,et al.  Contrast enhancement using brightness preserving bi-histogram equalization , 1997 .

[33]  Raul E. Sanchez-Yanez,et al.  Dark Image Enhancement Using Perceptual Color Transfer , 2018, IEEE Access.

[34]  Chao Lv,et al.  A Low-Light Sensor Image Enhancement Algorithm Based on HSI Color Model , 2018, Sensors.

[35]  Amod Kumar,et al.  A hybrid particle swarm optimization and artificial immune system algorithm for image enhancement , 2014, Soft Computing.

[36]  Nor Ashidi Mat Isa,et al.  Quadrants dynamic histogram equalization for contrast enhancement , 2010, IEEE Transactions on Consumer Electronics.