Infrared and visible image fusion based on domain transform filtering and sparse representation

X Li, H Tan, F Zhou, G Wang, X Li - Infrared Physics & Technology, 2023 - Elsevier
image fusion method based on domain transform filtering (DTF) and sparse representation
(SR)… First, infrared and visible images are decomposed using a low-pass filter into base and …

[PDF][PDF] Simultaneous Image Fusion and Denoising based on Multi-Scale Transform and Sparse Representation

T Islam, SMR Islam, X Huang, KL Ou - … and Signal Processing, 2017 - mecs-press.net
… an image fusion technique based on shearlet transformation and sparse representation
is … use that hybrid model for shearlet transform and sparse representation and to use de-noising …

Using Taylor expansion and convolutional sparse representation for image fusion

C Xing, M Wang, C Dong, C Duan, Z Wang - Neurocomputing, 2020 - Elsevier
… They firstly encode a direct mapping from source images to the weight map by training CNN.
A pyramid based multi-scale decomposition is then adopted to make fusion process more …

[HTML][HTML] An image fusion method based on sparse representation and sum modified-Laplacian in NSCT domain

Y Li, Y Sun, X Huang, G Qi, M Zheng, Z Zhu - Entropy, 2018 - mdpi.com
… Traditional multi-scale transform (MST) based image fusion solutions have difficulties in the
… loss in fused image. At the same time, traditional sparse-representation based image fusion

Medical image fusion based on sparse representation of classified image patches

J Zong, T Qiu - Biomedical Signal Processing and Control, 2017 - Elsevier
… , sparse representation of classified image patches-based medical image fusion algorithm is
… The NSCT transform has the characteristics of multi-scale, multi-direction and shift-invariant, …

Multispectral and hyperspectral image fusion with spatial-spectral sparse representation

R Dian, S Li, L Fang, Q Wei - Information Fusion, 2019 - Elsevier
image (HR-HSI) has recently attracted more and more attention. We propose a novel
spatial-spectral sparse representation (SSSR) based approach for the fusion … the fusion problem …

[HTML][HTML] A new dictionary construction based multimodal medical image fusion framework

F Zhou, X Li, M Zhou, Y Chen, H Tan - Entropy, 2019 - mdpi.com
… the key to a successful image fusion method of sparse representation based models. In this
… and effective multi-scale sampling to implement a multi-scale representation of patches while …

[HTML][HTML] A novel multi-modality image simultaneous denoising and fusion method based on sparse representation

G Qi, G Hu, N Mazur, H Liang, M Haner - Computers, 2021 - mdpi.com
… Wavelet, multi-scale transform, and total variation-based algorithm are the three most
widely used methods in both image fusion and denoising [13,14,15]. Sparse representation (SR) …

Multi-scale convolutional neural network for multi-focus image fusion

HT Mustafa, J Yang, M Zareapoor - Image and Vision Computing, 2019 - Elsevier
… of fused images we introduce two multi-scale convolutional blocks in feature extraction
and one in reconstruction modules with a little modification which was used in image super-…

IFCNN: A general image fusion framework based on convolutional neural network

Y Zhang, Y Liu, P Sun, H Yan, X Zhao, L Zhang - Information Fusion, 2020 - Elsevier
image fusion algorithms, thus we compare our proposed model with one representative
transform-… of our proposed model, ie, multi-scale transform and sparse representation based