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 concise review on latest methods of image fusion

K Joshi, M Diwakar, NK Joshi… - Recent Advances in …, 2021 - ingentaconnect.com
Background: With today's emerging world of technology, fusion is the key factor in every
field, especially in the field of medical and remote sensing. By fusing two or more images …

A survey on region based image fusion methods

B Meher, S Agrawal, R Panda, A Abraham - Information Fusion, 2019 - Elsevier
Image fusion has been emerging as an important area of research. It has attracted many
applications such as surveillance, photography, medical diagnosis, etc. Image fusion …

Ensemble of CNN for multi-focus image fusion

M Amin-Naji, A Aghagolzadeh, M Ezoji - Information fusion, 2019 - Elsevier
Abstract The Convolutional Neural Networks (CNNs) based multi-focus image fusion
methods have recently attracted enormous attention. They greatly enhanced the constructed …

Guided filter-based multi-focus image fusion through focus region detection

X Qiu, M Li, L Zhang, X Yuan - Signal Processing: Image Communication, 2019 - Elsevier
Being an efficient method of information fusion, multi-focus image fusion has attracted
increasing interests in image processing and computer vision. This paper proposes a multi …

Multi-focus image fusion with a natural enhancement via a joint multi-level deeply supervised convolutional neural network

W Zhao, D Wang, H Lu - … on Circuits and Systems for Video …, 2018 - ieeexplore.ieee.org
Common non-focused areas are often present in multi-focus images due to the limitation of
the number of focused images. This factor severely degrades the fusion quality of multi-focus …

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 using neutrosophic based wavelet transform

S Bhat, D Koundal - Applied Soft Computing, 2021 - Elsevier
The key aim of Multi-focus Image Fusion (MFIF) is to gather all the necessary and useful
information as well as features from the source images and then merge that information to …

Multi-focus image fusion using boosted random walks-based algorithm with two-scale focus maps

J Ma, Z Zhou, B Wang, L Miao, H Zong - Neurocomputing, 2019 - Elsevier
In conventional fusion methods for multi-focus images, the focus map generated by a focus
measure would usually be sensitive to mis-registration and noise, or produce badly-aligned …

A defocus and similarity attention-based cascaded network for multi-focus and misaligned image fusion

P Chen, J Jiang, L Li, J Yao - Information Fusion, 2024 - Elsevier
Multi-focus image fusion uses multiple images focused on different depths to generate a
clear image covering the whole scene. The existing multi-focus image fusion methods do not …