JOURNAL ARTICLE

Multifocus image fusion method using discrete fractional wavelet transform and improved fusion rules

Chunmeng LiXiaozhong Yang

Year: 2021 Journal:   Journal of Modern Optics Vol: 68 (5)Pages: 246-258   Publisher: Taylor & Francis

Abstract

In order to solve the problem of image blur caused by different focal points of multifocus images, this paper provides a noval multi-focus image fusion method which uses discrete fractional wavelet transform (DFRWT) and improved fusion rules. First, the DFRWT is utilized to decompose the source multifocus images at multiple scales. Then considering the different characteristics of low-frequency subband as well as high-frequency subband, the local region gradient information criterion is selected as the low-frequency fusion rule and the neighbourhood variance weighted average criterion is selected as the high-frequency fusion rule. Lastly, inverse DFRWT processing is carried out to obtain the composite image. The validity and advantages of our proposed method are verified through simulation results in visual qualities and quantitative evaluation.

Keywords:
Image fusion Fusion Computer science Artificial intelligence Discrete wavelet transform Fusion rules Image (mathematics) Wavelet Inverse Focus (optics) Wavelet transform Pattern recognition (psychology) Image processing Mathematics Computer vision Algorithm Optics Physics

Metrics

15
Cited By
1.82
FWCI (Field Weighted Citation Impact)
27
Refs
0.86
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Citation History

Topics

Advanced Image Fusion Techniques
Physical Sciences →  Engineering →  Media Technology
Image and Signal Denoising Methods
Physical Sciences →  Computer Science →  Computer Vision and Pattern Recognition
Remote-Sensing Image Classification
Physical Sciences →  Engineering →  Media Technology

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