Literature DB >> 34199282

Retinex-Based Fast Algorithm for Low-Light Image Enhancement.

Shouxin Liu1, Wei Long1, Lei He1, Yanyan Li1, Wei Ding1.   

Abstract

We proposed the Retinex-based fast algorithm (RBFA) to achieve low-light image enhancement in this paper, which can restore information that is covered by low illuminance. The proposed algorithm consists of the following parts. Firstly, we convert the low-light image from the RGB (red, green, blue) color space to the HSV (hue, saturation, value) color space and use the linear function to stretch the original gray level dynamic range of the V component. Then, we estimate the illumination image via adaptive gamma correction and use the Retinex model to achieve the brightness enhancement. After that, we further stretch the gray level dynamic range to avoid low image contrast. Finally, we design another mapping function to achieve color saturation correction and convert the enhanced image from the HSV color space to the RGB color space after which we can obtain the clear image. The experimental results show that the enhanced images with the proposed method have better qualitative and quantitative evaluations and lower computational complexity than other state-of-the-art methods.

Entities:  

Keywords:  HSV color space; Retinex; gamma correction; image enhancement; low-light image

Year:  2021        PMID: 34199282     DOI: 10.3390/e23060746

Source DB:  PubMed          Journal:  Entropy (Basel)        ISSN: 1099-4300            Impact factor:   2.524


  5 in total

1.  Magnetic Resonance Imaging under Image Enhancement Algorithm to Analyze the Clinical Value of Placement of Drainage Tube on Incision Healing after Hepatobiliary Surgery.

Authors:  Shihai Yang; Qihua Wu; Qi Wang; Fajin Lv
Journal:  Comput Math Methods Med       Date:  2022-05-31       Impact factor: 2.809

2.  Detail Preserving Low Illumination Image and Video Enhancement Algorithm Based on Dark Channel Prior.

Authors:  Lingli Guo; Zhenhong Jia; Jie Yang; Nikola K Kasabov
Journal:  Sensors (Basel)       Date:  2021-12-23       Impact factor: 3.576

3.  Leukocyte Segmentation Method Based on Adaptive Retinex Correction and U-Net.

Authors:  Wei Chen; Mengjing Zhu
Journal:  Comput Math Methods Med       Date:  2022-07-04       Impact factor: 2.809

4.  Low-Light Image Enhancement via Retinex-Style Decomposition of Denoised Deep Image Prior.

Authors:  Xianjie Gao; Mingliang Zhang; Jinming Luo
Journal:  Sensors (Basel)       Date:  2022-07-26       Impact factor: 3.847

5.  Entropy in Image Analysis III.

Authors:  Amelia Carolina Sparavigna
Journal:  Entropy (Basel)       Date:  2021-12-08       Impact factor: 2.524

  5 in total

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