4.4 Article

Integrated fusion framework using hybrid domain and deep neural network for multimodal medical images

相关参考文献

注意:仅列出部分参考文献,下载原文获取全部文献信息。
Article Engineering, Biomedical

Siamese networks and multi-scale local extrema scheme for multimodal brain medical image fusion

Zhaisheng Ding et al.

Summary: This paper proposes a novel framework combining the local extrema scheme and Siamese network to improve the decomposition efficiency of the scheme and customize the fusion strategy. By enhancing the decomposition efficiency and fusion strategy, the framework achieves better performance compared to other state-of-the-art methods according to extensive experimental results and metrics.

BIOMEDICAL SIGNAL PROCESSING AND CONTROL (2021)

Article Computer Science, Artificial Intelligence

Medical image fusion based on convolutional neural networks and non-subsampled contourlet transform

Zeyu Wang et al.

Summary: A novel multimodal medical image fusion method based on NSCT and CNN is proposed in this paper, which not only solves the problem of CNN inability to be directly used in medical image fusion, but also demonstrates its effectiveness in fusing multimodal medical images through subjective and objective evaluations.

EXPERT SYSTEMS WITH APPLICATIONS (2021)

Article Optics

Multimodal biomedical image fusion method via rolling guidance filter and deep convolutional neural networks

Jun Fu et al.

Summary: A multimodal biomedical image fusion method is proposed in this paper using rolling guidance filter and deep convolutional neural network, which involves extracting base and detail images using the rolling guidance filter, enhancing fusion quality by extracting perceptual images using the VGG network, and fusing base, detail, and perceptual images using three different fusion strategies. The proposed algorithm demonstrates better fusion results and objective metrics compared to reference fusion methods in extensive experiments.
Review Engineering, Electrical & Electronic

Multimodal medical image fusion review: Theoretical background and recent advances

Haithem Hermessi et al.

Summary: The article discusses the development and application of medical image fusion methods, exploring the theoretical backgrounds and approaches of different fusion categories, summarizing the pros and cons of each category, and proposing directions for future research.

SIGNAL PROCESSING (2021)

Article Computer Science, Information Systems

Multimodal Medical Image Fusion Based on Gabor Representation Combination of Multi-CNN and Fuzzy Neural Network

Lifang Wang et al.

Summary: The proposed fusion method based on multi-CNN combination and fuzzy neural network utilizing Gabor representation significantly outperforms recent state-of-the-art methods in objective evaluation and visual quality. It effectively integrates rich texture features and clear edge information, enhancing the quality of multimodal medical image fusion and aiding doctors in disease diagnosis.

IEEE ACCESS (2021)

Article Computer Science, Theory & Methods

Fusion of multimodal medical images using nonsubsampled shearlet transform and particle swarm optimization

Akbarpour Tannaz et al.

MULTIDIMENSIONAL SYSTEMS AND SIGNAL PROCESSING (2020)

Article Engineering, Electrical & Electronic

Optimal Deep Neural Network model based multimodality fused medical image classification

Velmurugan Subbiah Parvathy et al.

PHYSICAL COMMUNICATION (2020)

Article Computer Science, Artificial Intelligence

Multimodal medical image fusion algorithm in the era of big data

Wei Tan et al.

NEURAL COMPUTING & APPLICATIONS (2020)

Article Computer Science, Interdisciplinary Applications

A novel convolutional neural network based fault recognition method via image fusion of multi-vibration-signals

Huaqing Wang et al.

COMPUTERS IN INDUSTRY (2019)

Article Computer Science, Artificial Intelligence

A novel image decomposition-based hybrid technique with super-resolution method for multi-focus image fusion

Samet Aymaz et al.

INFORMATION FUSION (2019)

Article Computer Science, Interdisciplinary Applications

Brain CT and MRI medical image fusion using convolutional neural networks and a dual-channel spiking cortical model

Ruichao Hou et al.

MEDICAL & BIOLOGICAL ENGINEERING & COMPUTING (2019)

Article Computer Science, Artificial Intelligence

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

Haithem Hermessi et al.

NEURAL COMPUTING & APPLICATIONS (2018)

Article Instruments & Instrumentation

An efficient DT-CWT medical image fusion system based on modified central force optimization and histogram matching

Heba M. El-Hoseny et al.

INFRARED PHYSICS & TECHNOLOGY (2018)

Article Computer Science, Artificial Intelligence

Boundary finding based multi-focus image fusion through multi-scale morphological focus-measure

Yu Zhang et al.

INFORMATION FUSION (2017)

Article Computer Science, Artificial Intelligence

Multi-focus image fusion with a deep convolutional neural network

Yu Liu et al.

INFORMATION FUSION (2017)

Article Computer Science, Information Systems

Multi-focus image fusion using HOSVD and edge intensity

Xiaoqing Luo et al.

JOURNAL OF VISUAL COMMUNICATION AND IMAGE REPRESENTATION (2017)

Article Computer Science, Information Systems

Image Segmentation-Based Multi-Focus Image Fusion Through Multi-Scale Convolutional Neural Network

Chaoben Du et al.

IEEE ACCESS (2017)

Article Computer Science, Information Systems

Medical Image Fusion Algorithm Based on Nonlinear Approximation of Contourlet Transform and Regional Features

Hui Huang et al.

JOURNAL OF ELECTRICAL AND COMPUTER ENGINEERING (2017)

Article Computer Science, Theory & Methods

Comprehensive review on fusion techniques for spatial information enhancement in hyperspectral imagery

A. Mookambiga et al.

MULTIDIMENSIONAL SYSTEMS AND SIGNAL PROCESSING (2016)

Article Imaging Science & Photographic Technology

Fusion of SPECT and MRI images using integer wavelet transform in combination with curvelet transform

C. T. Kavitha et al.

IMAGING SCIENCE JOURNAL (2015)

Review Computer Science, Interdisciplinary Applications

Medical image registration: a review

Francisco P. M. Oliveira et al.

COMPUTER METHODS IN BIOMECHANICS AND BIOMEDICAL ENGINEERING (2014)

Article Computer Science, Artificial Intelligence

Medical image fusion using m-PCNN

Zhaobin Wang et al.

INFORMATION FUSION (2008)

Article Computer Science, Artificial Intelligence

Multi-focus image fusion using pulse coupled neural network

Wei Huang et al.

PATTERN RECOGNITION LETTERS (2007)

Review Geography, Physical

Wavelet based image fusion techniques - An introduction, review and comparison

Krista Amolins et al.

ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING (2007)

Article Optics

Medical image fusion by wavelet transform modulus maxima

GH Qu et al.

OPTICS EXPRESS (2001)