Multi-focus image fusion: A survey of the state of the art

Y Liu, L Wang, J Cheng, C Li, X Chen - Information Fusion, 2020 - Elsevier
Multi-focus image fusion is an effective technique to extend the depth-of-field of optical
lenses by creating an all-in-focus image from a set of partially focused images of the same …

A fuzzy convolutional neural network for enhancing multi-focus image fusion

K Bhalla, D Koundal, B Sharma, YC Hu… - Journal of Visual …, 2022 - Elsevier
The images captured by the cameras contain distortions, misclassified pixels, uncertainties
and poor contrast. Therefore, the multi-focus image fusion (MFIF) integrates various input …

Deep learning-based multi-focus image fusion: A survey and a comparative study

X Zhang - IEEE Transactions on Pattern Analysis and Machine …, 2021 - ieeexplore.ieee.org
Multi-focus image fusion (MFIF) is an important area in image processing. Since 2017, deep
learning has been introduced to the field of MFIF and various methods have been proposed …

A survey of multi-focus image fusion methods

Y Zhou, L Yu, C Zhi, C Huang, S Wang, M Zhu, Z Ke… - Applied Sciences, 2022 - mdpi.com
As an important branch in the field of image fusion, the multi-focus image fusion technique
can effectively solve the problem of optical lens depth of field, making two or more partially …

Multi-focus image fusion with deep residual learning and focus property detection

Y Liu, L Wang, H Li, X Chen - Information Fusion, 2022 - Elsevier
Multi-focus image fusion methods can be mainly divided into two categories: transform
domain methods and spatial domain methods. Recent emerged deep learning (DL)-based …

Multi-focus image fusion based on nonsubsampled contourlet transform and residual removal

X Li, F Zhou, H Tan, Y Chen, W Zuo - Signal Processing, 2021 - Elsevier
The goal of multi-focus image fusion is to integrate all focus pixels from the source images
into the fused result and simultaneously avoid the introduction of defocused pixels …

Multi-focus image fusion techniques: a survey

S Bhat, D Koundal - Artificial Intelligence Review, 2021 - Springer
Abstract Multi-Focus Image Fusion (MFIF) is a method that combines two or more source
images to obtain a single image which is focused, has improved quality and more …

Multi-focus image fusion based on multi-scale gradients and image matting

J Chen, X Li, L Luo, J Ma - IEEE Transactions on Multimedia, 2021 - ieeexplore.ieee.org
Multi-focus image fusion technology is to extract different focused regions of the same scene
among partially focused images and merge them together to generate a composite image …

[PDF][PDF] Fusion of Infrared and Visible Images Using Fuzzy Based Siamese Convolutional Network.

K Bhalla, D Koundal, S Bhatia… - … , Materials & Continua, 2022 - academia.edu
Traditional techniques based on image fusion are arduous in integrating complementary or
heterogeneous infrared (IR)/visible (VS) images. Dissimilarities in various kind of features in …

Fractal dimension based parameter adaptive dual channel PCNN for multi-focus image fusion

C Panigrahy, A Seal, NK Mahato - Optics and Lasers in Engineering, 2020 - Elsevier
Multi-focus image fusion combines the focused parts of multiple images of the same scene
to generate a fully focused image. Dual Channel Pulse coupled neural network (DCPCNN) …