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 novel fusion method based on dynamic threshold neural P systems and nonsubsampled contourlet transform for multi-modality medical images

B Li, H Peng, J Wang - Signal Processing, 2021 - Elsevier
Dynamic threshold neural P systems (DTNP systems) are a distributed parallel computing
model with an interesting mechanism involving the cooperative spiking of neurons in a local …

Mathematical modeling and simulation of multi-focus image fusion techniques using the effect of image enhancement criteria: a systematic review and performance …

G Choudhary, D Sethi - Artificial Intelligence Review, 2023 - Springer
Image fusion is a long-established and well-known study area of digital image processing.
The reason is its substantial approach in several practical applications in which multi-focus …

UFA-FUSE: A novel deep supervised and hybrid model for multifocus image fusion

Y Zang, D Zhou, C Wang, R Nie… - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
Traditional and deep learning-based fusion methods generated the intermediate decision
map to obtain the fusion image through a series of postprocessing procedures. However, the …

An end-to-end anti-shaking multi-focus image fusion approach

J Ji, F Pan, X Wang, J Tang, B Pu - Image and Vision Computing, 2023 - Elsevier
In this paper, an end-to-end multi-focus fusion network is proposed to solve the mis-
registration problem of the captured images. This paper takes the shaking and camera …

Robust multi-focus image fusion using focus property detection and deep image matting

C Wang, Y Zang, D Zhou, J Mei, R Nie… - Expert Systems with …, 2024 - Elsevier
Multi-focus image fusion techniques are designed to integrate the focused regions of
multiple source images to produce an all-in-focus image. Unfortunately, the fusion results …

Multi-focus image fusion based on fractional order differentiation and closed image matting

X Zhang, H He, JX Zhang - ISA transactions, 2022 - Elsevier
This paper presents a novel approach to addressing the fusion of multi-focus images in
either registered or mis-registered cases. The conventional approaches often produce …

MSI-DTrans: A multi-focus image fusion using multilayer semantic interaction and dynamic transformer

H Zhai, Y Ouyang, N Luo, L Chen, Z Zeng - Displays, 2024 - Elsevier
Multi-focus image fusion (MFIF) aims to utilize multiple images with different focal lengths to
fuse into a single full-focus image. This process enhances the realism and clarity of the …

A simple and effective multi-focus image fusion method based on local standard deviations enhanced by the guided filter

CS You, SY Yang - Displays, 2022 - Elsevier
This paper develops a simple and effective multi-focus image fusion method based on local
standard deviations of the corresponding Laplacian images of source images and further …

Fixed-Lens camera setup and calibrated image registration for multifocus multiview 3D reconstruction

SAH Chowdhury, C Nguyen, H Li, R Hartley - Neural Computing and …, 2021 - Springer
Image-based 3D reconstruction or 3D photogrammetry of small-scale objects including
insects and biological specimens is challenging due to the use of a high magnification lens …