Image contrast enhancement using Chebyshev wavelet moments

Dm. V. Uchaev; D. V. Uchaev; V. A. Malinnikov

doi:10.1117/12.2228603

8 December 2015 Image contrast enhancement using Chebyshev wavelet moments

Dm. V. Uchaev, D. V. Uchaev, V. A. Malinnikov

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Proceedings Volume 9875, Eighth International Conference on Machine Vision (ICMV 2015); 987512 (2015) https://doi.org/10.1117/12.2228603
Event: Eighth International Conference on Machine Vision, 2015, Barcelona, Spain

Abstract

A new algorithm for image contrast enhancement in the Chebyshev moment transform (CMT) domain is introduced. This algorithm is based on a contrast measure that is defined as the ratio of high-frequency to zero-frequency content in the bands of CMT matrix. Our algorithm enables to enhance a large number of high-spatial-frequency coefficients, that are responsible for image details, without severely degrading low-frequency contributions. To enhance high-frequency Chebyshev coefficients we use a multifractal spectrum of scaling exponents (SEs) for Chebyshev wavelet moment (CWM) magnitudes, where CWMs are multiscale realization of Chebyshev moments (CMs). This multifractal spectrum is very well suited to extract meaningful structures on images of natural scenes, because these images have a multifractal character. Experiments with test images show some advantages of the proposed algorithm as compared to other widely used image enhancement algorithms. The main advantage of our algorithm is the following: the algorithm very well highlights image details during image contrast enhancement.

Citation Download Citation

Dm. V. Uchaev, Dm. V. Uchaev, D. V. Uchaev, D. V. Uchaev, V. A. Malinnikov, V. A. Malinnikov, "Image contrast enhancement using Chebyshev wavelet moments", Proc. SPIE 9875, Eighth International Conference on Machine Vision (ICMV 2015), 987512 (8 December 2015); doi: 10.1117/12.2228603; https://doi.org/10.1117/12.2228603

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