Multimodal medical image fusion review: Theoretical background and recent advances

H Hermessi, O Mourali, E Zagrouba - Signal Processing, 2021 - Elsevier
Multimodal medical image fusion consists in combining two or more images of the same or
different modalities aiming to improve the image content, and preserve information. The …

[HTML][HTML] Application of image fusion in diagnosis and treatment of liver cancer

C Li, A Zhu - Applied Sciences, 2020 - mdpi.com
With the accelerated development of medical imaging equipment and techniques, image
fusion technology has been effectively applied for diagnosis, biopsy and radiofrequency …

Convolutional neural network-based multimodal image fusion via similarity learning in the shearlet domain

H Hermessi, O Mourali, E Zagrouba - Neural Computing and Applications, 2018 - Springer
Recently, deep learning has been shown effectiveness in multimodal image fusion. In this
paper, we propose a fusion method for CT and MR medical images based on convolutional …

Enhancing multimodal medical image classification using cross-graph modal contrastive learning

JE Ding, CC Hsu, F Liu - arxiv preprint arxiv:2410.17494, 2024 - arxiv.org
The classification of medical images is a pivotal aspect of disease diagnosis, often
enhanced by deep learning techniques. However, traditional approaches typically focus on …

Image fusion through deep convolutional neural network

G Sreeja, O Saraniya - Deep learning and parallel computing environment …, 2019 - Elsevier
Recent rapid deployment of imaging technologies and improvement of computational power
allow us to process different data that are collected from various sensing modalities …

Infrared and Visible Image Fusion Based on NSST and RDN.

P Yan, J Zou, Z Li, X Yang - Intelligent Automation & Soft …, 2021 - search.ebscohost.com
Within the application of driving assistance systems, the detection of driver's facial features
in the cab for a spectrum of luminosities is mission critical. One method that addresses this …

Medical Image Fusion Based On Hybrid Intelligence and Local Energy In The Nonsubsampled Shearlet Domain

H Hermessi, O Mourali… - 2022 2nd International …, 2022 - ieeexplore.ieee.org
Multimodality image fusion has been shown to be effective in a variety of therapeutic settings
where clinicians require image support. Several medical computer-assisted diagnosis …