Literature DB >> 31993885

Image fusion using hybrid methods in multimodality medical images.

Satya Prakash Yadav1, Sachin Yadav2.   

Abstract

An image fusion based on multimodal medical images renders a considerable enhancement in the quality of fused images. An effective image fusion technique produces output images by preserving all the viable and prominent information gathered from the source images without any introduction of flaws or unnecessary distortions. This review paper intends to bring out the process of image fusion, its utilization in the medical domain, merits, and demerits and reviews the perspective of multimodal medical image fusion. It also discusses the involvement of various medical entities like medical resonance imaging (MRI), positron emission tomography (PET), and computed tomography (CT). The usefulness of such modalities is presented, suggesting plausible hybrid modality combinations which could greatly enhance image fusion. This review also discusses innovative dispositions in the medical image fusion techniques for the achievement of incisively desired, quality images focused on fusion with wavelet transform and use of independent component analysis (ICA) and principal component analysis (PCA) techniques for the purpose denoising and data dimension reductions. Additionally, the future-prospects of an ideal technique for medical image fusion through the utilization of various medical modalities have been also discussed in this review paper. Graphical abstract.

Keywords:  Fusion techniques; Independent component analysis; Medical image fusion; Multimodal image fusion; Principal component analysis; Wavelet transform

Mesh:

Year:  2020        PMID: 31993885     DOI: 10.1007/s11517-020-02136-6

Source DB:  PubMed          Journal:  Med Biol Eng Comput        ISSN: 0140-0118            Impact factor:   2.602


  19 in total

1.  Medical image fusion scheme using complex contourlet transform based on PCA.

Authors:  Nemir Al-Azzawi; Harsa Amylia Mat Sakim; Ahmed K Wan Abdullah; Haidi Ibrahim
Journal:  Conf Proc IEEE Eng Med Biol Soc       Date:  2009

2.  Free-breathing diffusion tensor imaging and tractography of the human heart in healthy volunteers using wavelet-based image fusion.

Authors:  Hongjiang Wei; Magalie Viallon; Benedicte M A Delattre; Kevin Moulin; Feng Yang; Pierre Croisille; Yuemin Zhu
Journal:  IEEE Trans Med Imaging       Date:  2014-09-10       Impact factor: 10.048

3.  MRI-PET image fusion based on NSCT transform using local energy and local variance fusion rules.

Authors:  Nasrin Amini; E Fatemizadeh; Hamid Behnam
Journal:  J Med Eng Technol       Date:  2014-05

4.  Multispectral medical image fusion in Contourlet domain for computer based diagnosis of Alzheimer's disease.

Authors:  Vikrant Bhateja; Aisha Moin; Anuja Srivastava; Le Nguyen Bao; Aimé Lay-Ekuakille; Dac-Nhuong Le
Journal:  Rev Sci Instrum       Date:  2016-07       Impact factor: 1.523

5.  Image denoising algorithm based on contourlet transform for optical coherence tomography heart tube image.

Authors:  Qing Guo; Fangmin Dong; Shuifa Sun; Bangjun Lei; Bruce Z Gao
Journal:  IET Image Process       Date:  2013-09-28       Impact factor: 2.373

6.  Toward simultaneous PET/MR breast imaging: systematic evaluation and integration of a radiofrequency breast coil.

Authors:  Bassim Aklan; Daniel H Paulus; Evelyn Wenkel; Harald Braun; Bharath K Navalpakkam; Susanne Ziegler; Christian Geppert; Eric E Sigmund; Amy Melsaether; Harald H Quick
Journal:  Med Phys       Date:  2013-02       Impact factor: 4.071

7.  CT-MR image data fusion for computer-assisted navigated surgery of orbital tumors.

Authors:  Stefan Franz Nemec; Philipp Peloschek; Maria Theresa Schmook; Christian Robert Krestan; Wolfgang Hauff; Christian Matula; Christian Czerny
Journal:  Eur J Radiol       Date:  2008-12-20       Impact factor: 3.528

8.  Fusion of magnetic resonance and scintimammography images for breast cancer evaluation: a pilot study.

Authors:  Giuliano Mendes Duarte; César Cabello; Renato Zocchio Torresan; Marcelo Alvarenga; Gilliat H Q Telles; Susana Trigo Bianchessi; Nelson Caserta; Silmara R Segala; Mariana da Cunha Lopes de Lima; Elba Cristina Sá de Camargo Etchebehere; Edwaldo E Camargo; Eduardo Tinois
Journal:  Ann Surg Oncol       Date:  2007-07-15       Impact factor: 5.344

9.  A CCA+ICA based model for multi-task brain imaging data fusion and its application to schizophrenia.

Authors:  Jing Sui; Tülay Adali; Godfrey Pearlson; Honghui Yang; Scott R Sponheim; Tonya White; Vince D Calhoun
Journal:  Neuroimage       Date:  2010-01-28       Impact factor: 6.556

10.  Adopting Quaternion Wavelet Transform to Fuse Multi-Modal Medical Images.

Authors:  Peng Geng; Xiuming Sun; Jianhua Liu
Journal:  J Med Biol Eng       Date:  2017-03-09       Impact factor: 1.553

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  7 in total

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Authors:  Nahed Tawfik; Heba A Elnemr; Mahmoud Fakhr; Moawad I Dessouky; Fathi E Abd El-Samie
Journal:  J Digit Imaging       Date:  2022-06-29       Impact factor: 4.903

2.  Combination of Preoperative Multimodal Image Fusion and Intraoperative Dyna CT in Percutaneous Balloon Compression of Trigeminal Ganglion for Primary Trigeminal Neuralgia: Experience in 24 Patients.

Authors:  Chang-Chun Liao; Jia-Yan Li; Kai-Hua Wu; Zhi-Heng Jian; Xin-Feng Yi; Zhi-Jian Weng; Gang Chen
Journal:  Front Surg       Date:  2022-05-09

3.  Development and validation of MRI-based deep learning models for prediction of microsatellite instability in rectal cancer.

Authors:  Wei Zhang; Hongkun Yin; Zixing Huang; Jian Zhao; Haoyu Zheng; Du He; Mou Li; Weixiong Tan; Song Tian; Bin Song
Journal:  Cancer Med       Date:  2021-05-08       Impact factor: 4.452

4.  Towards to Optimal Wavelet Denoising Scheme-A Novel Spatial and Volumetric Mapping of Wavelet-Based Biomedical Data Smoothing.

Authors:  Ladislav Stanke; Jan Kubicek; Dominik Vilimek; Marek Penhaker; Martin Cerny; Martin Augustynek; Nikola Slaninova; Muhammad Usman Akram
Journal:  Sensors (Basel)       Date:  2020-09-16       Impact factor: 3.576

5.  Multimodal Medical Image Fusion of Positron Emission Tomography and Magnetic Resonance Imaging Using Generative Adversarial Networks.

Authors:  R Nandhini Abirami; P M Durai Raj Vincent; Kathiravan Srinivasan; K Suresh Manic; Chuan-Yu Chang
Journal:  Behav Neurol       Date:  2022-04-14       Impact factor: 3.112

6.  Effects of CT/MRI Image Fusion on Cerebrovascular Protection, Postoperative Complications, and Limb Functional Recovery in Patients with Anterior and Middle Skull Base Tumors: Based on a Retrospective Cohort Study.

Authors:  Dandong Fang; Chen Yang; Haiyan Zhou; Xiaonan Liu; Jian Mao; Baosen Hou; Shimin Liu; Wei Huang
Journal:  Contrast Media Mol Imaging       Date:  2022-09-13       Impact factor: 3.009

7.  Intelligent Labeling of Tumor Lesions Based on Positron Emission Tomography/Computed Tomography.

Authors:  Shiping Ye; Chaoxiang Chen; Zhican Bai; Jinming Wang; Xiaoxaio Yao; Olga Nedzvedz
Journal:  Sensors (Basel)       Date:  2022-07-10       Impact factor: 3.847

  7 in total

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