scholarly journals A Novel Multi-Focus Image Fusion Method Based on Stationary Wavelet Transform and Local Features of Fuzzy Sets

IEEE Access ◽  
2017 ◽  
Vol 5 ◽  
pp. 20286-20302 ◽  
Author(s):  
Qian Jiang ◽  
Xin Jin ◽  
Shin-Jye Lee ◽  
Shaowen Yao
Keyword(s):  
Wavelet Transform ◽  
Image Fusion ◽  
Fuzzy Sets ◽  
Local Features ◽  
Fusion Method ◽  
Stationary Wavelet Transform ◽  
Focus Image ◽  
Image Fusion Method

scholarly journals Multi -Focus Image Fusion Based on Stationary Wavelet Transform and PCA on YCBCR Color Space

2019 ◽  
Vol 54 (5) ◽  
Author(s):  
Alaa A. Abdullatif ◽  
Firas A. Abdullatif ◽  
Amna Al Safar
Keyword(s):  
Wavelet Transform ◽  
Image Fusion ◽  
Color Space ◽  
Principal Component ◽  
Fusion Method ◽  
Stationary Wavelet Transform ◽  
Method Performance ◽  
Ycbcr Color Space ◽  
Focus Image ◽  
Image Fusion Method

The multi-focus image fusion method can fuse more than one focused image to generate a single image with more accurate description. The purpose of image fusion is to generate one image by combining information from many source images of the same scene. In this paper, a multi-focus image fusion method is proposed with a hybrid pixel level obtained in the spatial and transform domains. The proposed method is implemented on multi-focus source images in YCbCr color space. As the first step two-level stationary wavelet transform was applied on the Y channel of two source images. The fused Y channel is implemented by using many fusion rule techniques. The Cb and Cr channels of the source images are fused using principal component analysis (PCA). The proposed method performance is evaluated in terms of PSNR, RMSE and SSIM. The results show that the fusion quality of the proposed algorithm is better than obtained by several other fusion methods, including SWT, PCA with RGB source images and PCA with YCbCr source images.

scholarly journals Multi-focus Image Fusion Method based on Wavelet Transform

2019 ◽  
Vol 1284 ◽  
pp. 012068
Author(s):  
Linglong Tan ◽  
Yehui Chen ◽  
Wenju Zhang
Keyword(s):  
Wavelet Transform ◽  
Image Fusion ◽  
Fusion Method ◽  
Focus Image ◽  
Image Fusion Method

Gradient-based multi-focus image fusion method using convolution neural network

2021 ◽  
Vol 92 ◽  
pp. 107174
Author(s):  
Yang Zhou ◽  
Xiaomin Yang ◽  
Rongzhu Zhang ◽  
Kai Liu ◽  
Marco Anisetti ◽  
...  
Keyword(s):  
Neural Network ◽  
Image Fusion ◽  
Convolution Neural Network ◽  
Fusion Method ◽  
Gradient Based ◽  
Focus Image ◽  
Image Fusion Method

Multi-focus image fusion method based on two stage of convolutional neural network

2020 ◽  
Vol 176 ◽  
pp. 107681
Author(s):  
Di Gai ◽  
Xuanjing Shen ◽  
Haipeng Chen ◽  
Pengxiang Su
Keyword(s):  
Neural Network ◽  
Convolutional Neural Network ◽  
Image Fusion ◽  
Fusion Method ◽  
Two Stage ◽  
Focus Image ◽  
Image Fusion Method

A novel multi-focus image fusion method using PCNN in nonsubsampled contourlet transform domain

Optik ◽  
2015 ◽  
Vol 126 (20) ◽  
pp. 2508-2511 ◽  
Author(s):  
Jingjing Wang ◽  
Qian Li ◽  
Zhenhong Jia ◽  
Nikola Kasabov ◽  
Jie Yang
Keyword(s):  
Image Fusion ◽  
Contourlet Transform ◽  
Transform Domain ◽  
Fusion Method ◽  
Nonsubsampled Contourlet Transform ◽  
Focus Image ◽  
Image Fusion Method
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