Optimum Parameter Estimation of Tone Mapping Operators by Natural Image Statistics

  • Daiki Okazaki Kyushu University
  • Kenji Hara
  • Kohei Inoue
  • Kiichi Urahama

Abstract

In this paper, we propose a method that optimizes the parameters of tone mapping operators by compressing the dynamic range of HDR images using natural image statistics.First, a prior probability model of a natural image is constructed for color natural images based on a generalized Gaussian distribution.Then, an LDR image is generated by converting the HDR image using the tone mapping operator. Next, we generate a normalized histogram of the LDR image using a discrete wavelet transformation.Finally, the optimal parameters of the tone mapping operator are estimated by minimizing the Kullbuck--Leibler divergence of the probability density function and the normalized histogram.Using these parameters, it is possible to generate an LDR image that closely resembles the natural image.

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Published
2019-07-26
How to Cite
Okazaki, D., Hara, K., Inoue, K., & Urahama, K. (2019). Optimum Parameter Estimation of Tone Mapping Operators by Natural Image Statistics. Journal of the Institute of Industrial Applications Engineers, 7(3), 106. https://doi.org/10.12792/jiiae.7.106
Section
Articles