Multi-modal medical image fusion based on two-scale image decomposition and sparse representation

S Maqsood, U Javed - Biomedical Signal Processing and Control, 2020 - Elsevier
image fusion scheme is introduced based on two-scale image decomposition and sparse
representation. In the … Multi-scale transform (MST) fusion technique is popular in multimodality …

A multi-modal image fusion framework based on guided filter and sparse representation

S Zhang, F Huang, B Liu, G Li, Y Chen, Y Chen… - Optics and Lasers in …, 2021 - Elsevier
represent the background and main structures information. Due to its high similarity, the sparse
representation is utilized based on … The multi-scale guided filter is designed with different …

Multifocus image fusion using multiscale transform and convolutional sparse representation

C Zhang - … Wavelets, Multiresolution and Information Processing, 2021 - World Scientific
… In our fusion framework, convolution sparse representation is computed by replacing the …
general framework for image fusion based on multi-scale transform and sparse representation

Multi scale decomposition based medical image fusion using convolutional neural network and sparse representation

DS Shibu, SS Priyadharsini - Biomedical Signal Processing and Control, 2021 - Elsevier
… To get a merged image with improved graphical excellence … image fusion system based
on multi scale decomposition with convolutional neural network and sparse representation is …

A novel image fusion framework based on sparse representation and pulse coupled neural network

L Yin, M Zheng, G Qi, Z Zhu, F Jin, J Sim - IEEE Access, 2019 - ieeexplore.ieee.org
… energy, this paper proposes a new image fusion framework for nonsubsampled shearlet …
applied multi-scale decomposition to image fusion rather than sparse representation based

Two-scale multimodal medical image fusion based on guided filtering and sparse representation

C Pei, K Fan, W Wang - IEEE Access, 2020 - ieeexplore.ieee.org
… details from medical images by using multi-scale transform methods is a … fusion framework
for multimodal medical images to overcome the aforementioned limitation. In this framework

An infrared and visible image fusion method based on multi-scale transformation and norm optimization

G Li, Y Lin, X Qu - Information Fusion, 2021 - Elsevier
… Then, sparse coding is carried out for each patch to learn an … image fusion method based
on multi-scale transformation by comprehensively considering optimization. The framework of …

Multimodal medical image fusion based on nonsubsampled shearlet transform and convolutional sparse representation

L Wang, J Dou, P Qin, S Lin, Y Gao, R Wang… - Multimedia Tools and …, 2021 - Springer
… Multimodal medical image fusion technology … multi-scale decomposition based image
fusion methods exhibit low contrast and energy loss. And the sparse representation based fusion

Sparse representation-based multi-focus image fusion method via local energy in shearlet domain

L Li, M Lv, Z Jia, H Ma - Sensors, 2023 - mdpi.com
based on multi-scale transform, sparse representation, edge-… have achieved remarkable
results in image fusion [16]. The … shearlet transforms [21,22,23] are widely used in multi-scale

Recent advances in sparse representation based medical image fusion

Y Liu, X Chen, A Liu, RK Ward… - IEEE Instrumentation & …, 2021 - ieeexplore.ieee.org
… Qiu, “Medical image fusion based on sparse representation of … , “A general framework for
image fusion based on multi-scale transform and sparse representation,” Information Fusion, vol…