Tone Mapping Method Based on the Least Squares Method

Author:

Zhao LanfeiORCID,Li Guoqing,Wang Jun

Abstract

Tone mapping is used to compress the dynamic range of image data without distortion. To compress the dynamic range of HDR images and prevent halo artifacts, a tone mapping method is proposed based on the least squares method. Our method first uses weights for the estimation of the illumination, and the image detail layer is obtained by the Retinex model. Then, a global tone mapping function with the parameter is used to compress the dynamic range, and the parameter is obtained by fitting the function to the histogram equalization. Finally, the detail layer and the illumination layer are fused to obtain the LDR image. The experimental results show that the proposed method can efficiently restore real-world scene information while preventing halo artifacts. Therefore, tone mapping quality index and mean Weber contrast of the tone-mapped image are 8% and 12% higher than the closest competition tone mapping method.

Funder

Quzhou Science and Technology Plan Project

Heilongjiang Provincial Natural Science Foundation of China

Basic Scientific Research Foundation Project of Provincial Colleges and Universities in Heilongjiang Province

Publisher

MDPI AG

Subject

Electrical and Electronic Engineering,Computer Networks and Communications,Hardware and Architecture,Signal Processing,Control and Systems Engineering

Reference19 articles.

1. Tone Mapping Using Perceptual-quantizer and Image Histogram;Khan;IEEE Access,2020

2. A Perceptual Tone Mapping HDR Images Using Tone Mapping Operator and Chromatic Adaptation Transform;Choi;Imaging Sci. Technol.,2017

3. Tone Mapping Technique Based on Histogram Using a Sensitivity Model of The Human Visual System;Khan;IEEE Trans. Ind. Electron.,2018

4. Revisited Histogram Equalization as HDR Images Tone Mapping Operators;Husseis;IEEE Comput. Soc.,2017

5. Contrast Enhancement and Details Preservation of Tone Mapped High Dynamic Range Images;Chien;Image Represent.,2018

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