Literature DB >> 20713305

Medical image analysis with artificial neural networks.

J Jiang1, P Trundle, J Ren.   

Abstract

Given that neural networks have been widely reported in the research community of medical imaging, we provide a focused literature survey on recent neural network developments in computer-aided diagnosis, medical image segmentation and edge detection towards visual content analysis, and medical image registration for its pre-processing and post-processing, with the aims of increasing awareness of how neural networks can be applied to these areas and to provide a foundation for further research and practical development. Representative techniques and algorithms are explained in detail to provide inspiring examples illustrating: (i) how a known neural network with fixed structure and training procedure could be applied to resolve a medical imaging problem; (ii) how medical images could be analysed, processed, and characterised by neural networks; and (iii) how neural networks could be expanded further to resolve problems relevant to medical imaging. In the concluding section, a highlight of comparisons among many neural network applications is included to provide a global view on computational intelligence with neural networks in medical imaging.
Copyright © 2010 Elsevier Ltd. All rights reserved.

Mesh:

Year:  2010        PMID: 20713305     DOI: 10.1016/j.compmedimag.2010.07.003

Source DB:  PubMed          Journal:  Comput Med Imaging Graph        ISSN: 0895-6111            Impact factor:   4.790


  23 in total

1.  Diabetic Retinopathy Diagnosis from Retinal Images Using Modified Hopfield Neural Network.

Authors:  D Jude Hemanth; J Anitha; Le Hoang Son; Mamta Mittal
Journal:  J Med Syst       Date:  2018-10-31       Impact factor: 4.460

2.  Validation of a method for retroperitoneal tumor segmentation.

Authors:  Cristina Suárez-Mejías; José A Pérez-Carrasco; Carmen Serrano; José L López-Guerra; Tomás Gómez-Cía; Carlos L Parra-Calderón; Begoña Acha
Journal:  Int J Comput Assist Radiol Surg       Date:  2017-02-10       Impact factor: 2.924

3.  A hybrid method based on fuzzy clustering and local region-based level set for segmentation of inhomogeneous medical images.

Authors:  Maryam Rastgarpour; Jamshid Shanbehzadeh; Hamid Soltanian-Zadeh
Journal:  J Med Syst       Date:  2014-06-24       Impact factor: 4.460

4.  A reservoir computing approach for forecasting and regenerating both dynamical and time-delay controlled financial system behavior.

Authors:  Rajat Budhiraja; Manish Kumar; Mrinal K Das; Anil Singh Bafila; Sanjeev Singh
Journal:  PLoS One       Date:  2021-02-12       Impact factor: 3.240

5.  Automatic Estimation of Volumetric Breast Density Using Artificial Neural Network-Based Calibration of Full-Field Digital Mammography: Feasibility on Japanese Women With and Without Breast Cancer.

Authors:  Jeff Wang; Fumi Kato; Hiroko Yamashita; Motoi Baba; Yi Cui; Ruijiang Li; Noriko Oyama-Manabe; Hiroki Shirato
Journal:  J Digit Imaging       Date:  2017-04       Impact factor: 4.056

6.  A web-based system for neural network based classification in temporomandibular joint osteoarthritis.

Authors:  Priscille de Dumast; Clément Mirabel; Lucia Cevidanes; Antonio Ruellas; Marilia Yatabe; Marcos Ioshida; Nina Tubau Ribera; Loic Michoud; Liliane Gomes; Chao Huang; Hongtu Zhu; Luciana Muniz; Brandon Shoukri; Beatriz Paniagua; Martin Styner; Steve Pieper; Francois Budin; Jean-Baptiste Vimort; Laura Pascal; Juan Carlos Prieto
Journal:  Comput Med Imaging Graph       Date:  2018-05-01       Impact factor: 4.790

7.  Contrast-enhanced ultrasonography parameters in neural network diagnosis of liver tumors.

Authors:  Costin Teodor Streba; Mihaela Ionescu; Dan Ionut Gheonea; Larisa Sandulescu; Tudorel Ciurea; Adrian Saftoiu; Cristin Constantin Vere; Ion Rogoveanu
Journal:  World J Gastroenterol       Date:  2012-08-28       Impact factor: 5.742

8.  Use of capnography for prediction of obstruction severity in non-intubated COPD and asthma patients.

Authors:  Barak Pertzov; Michal Ronen; Dror Rosengarten; Dorit Shitenberg; Moshe Heching; Yael Shostak; Mordechai R Kramer
Journal:  Respir Res       Date:  2021-05-21

9.  An ANN model for treatment prediction in HBV patients.

Authors:  Sajid Iqbal; Khalid Masood; Osman Jafer
Journal:  Bioinformation       Date:  2011-06-06

10.  A Comparison of Logistic Regression Model and Artificial Neural Networks in Predicting of Student's Academic Failure.

Authors:  Saeed Hosseini Teshnizi; Sayyed Mohhamad Taghi Ayatollahi
Journal:  Acta Inform Med       Date:  2015-10-05
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