Image fusion with convolutional sparse representation

Y Liu, X Chen, RK Ward… - IEEE signal processing …, 2016 - ieeexplore.ieee.org
… -based image fusion framework, in which each source image is decomposed into a base
layer and a detail layer, for multifocus image fusion … conventional multiscale transform based

Multi-focus image fusion based on multi-scale sparse representation

X Ma, Z Wang, S Hu - … of Visual Communication and Image Representation, 2021 - Elsevier
… about the multi-scale decomposition and sparse representation are … transform domain (NSST)
[41], a general framework for image fusion based on multi-scale transform and sparse

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 …

Sparse representation based multi-sensor image fusion for multi-focus and multi-modality images: A review

Q Zhang, Y Liu, RS Blum, J Han, D Tao - Information Fusion, 2018 - Elsevier
… Superiority over the latter SR-based methods is verified in the experimental results. … image
fusion. We will start by introducing some specific concepts related to sparse representation, so …

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

Image fusion based on multiscale transform and sparse representation to enhance terahertz images

Q Mao, Y Zhu, C Lv, Y Lu, X Yan, D Wei, S Yan… - Optics Express, 2020 - opg.optica.org
… the feasibility of using image fusion to enhance the resolution of THz IC images. … algorithm,
sparse coding is usually used in local image blocks in SR-based image processing methods […

A multi-focus image fusion framework based on multi-scale sparse representation in gradient domain

Y Wang, X Li, R Zhu, Z Wang, Y Feng, X Zhang - Signal Processing, 2021 - Elsevier
… multi-focus image fusion framework that … multi-scale sparse representation in gradient
domain (MSSRGD) that combines the advantages of the sparse representation and the multi-scale

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

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 …