Volume 4, Issue 6, November 2016, Page: 57-69
A BP Neural Networks Algorithm for High Resolution of Biomedical Modeling and Image Segmentation
Zheng Xiang, College of Computer and Information Technology, China Three Gorges University, Yichang, China
Hui Xie, School of Law and Public Administration, China Three Gorges University, Yichang, China
Junhao Li, College of Computer and Information Technology, China Three Gorges University, Yichang, China
Zhengying Cai, College of Computer and Information Technology, China Three Gorges University, Yichang, China
Received: Oct. 23, 2016;       Accepted: Nov. 7, 2016;       Published: Dec. 29, 2016
DOI: 10.11648/j.ijmi.20160406.13      View  3162      Downloads  111
High resolution of image segment algorithm plays a very important role in biomedical modeling and diagnosis, which is difficult to be easily solved by traditional algorithms. This article presents a biomedical image segment algorithm based on computational intelligence. First, an assessment method for image resolution is proposed here, and some related models are also compared. In addition, the assessment method aims at high resolution, rather than defining a comprehensive model of the human visual system. Second, a high resolution algorithm is illustrated where the BP neural network is trained from numerical features. The proposed approach permits person to get biomedical model with a high resolution. Third, some experimental results are presented for illustration, and the numerical analysis verifies the resolution measurement and the effectiveness of the BP neural method. Last, some interesting conclusions and future work are indicated at the end of the paper.
High Resolution, Bio Modeling, Image Segment, Neural Networks
To cite this article
Zheng Xiang, Hui Xie, Junhao Li, Zhengying Cai, A BP Neural Networks Algorithm for High Resolution of Biomedical Modeling and Image Segmentation, International Journal of Medical Imaging. Vol. 4, No. 6, 2016, pp. 57-69. doi: 10.11648/j.ijmi.20160406.13
Copyright © 2016 Authors retain the copyright of this article.
This article is an open access article distributed under the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/) which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
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Ni, Yong; Wu, Jishan; Far-red and near infrared BODIPY dyes: synthesis and applications for fluorescent pH probes and bio-imaging; Organic & Biomolecular Chemistry; 12, (2014), 3774-3791.
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Ju, Kuk-Youn; Lee, Sangyeop; Pyo, Jung; Bio-inspired Development of a Dual-Mode Nanoprobe for MRI and Raman Imaging; SMALL; 11, (2015), 84-89.
Sharker, Shazid Md.; Kim, Sung Min; Kim, Sung Han; Target delivery of beta-cyclodextrin/paclitaxel complexed fluorescent carbon nanoparticles: externally NIR light and internally pH sensitive-mediated release of paclitaxel with bio-imaging; Journal Of Materials Chemistry B; 3, (2015), 5833-5841.
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Zhao, Yuxiang; Zhan, Qiuqiang; Liu, Jing; Optically investigating Nd3+-Yb3+ cascade sensitized upconversion nanoparticles for high resolution, rapid scanning, deep and damage-free bio-imaging; Biomedical Optics Express; 6, (2015), 838-848.
Cheng, Hao; Wang, Chuanxi; Xu, Zhenzhu; Gold nanoparticle-enhanced near infrared fluorescent nanocomposites for targeted bio-imaging; RSC Advances; 5, (2015), 20-26.
Yang, Jie; Xia, Nan; Wang, Xinan; One-pot one-cluster synthesis of fluorescent and bio-compatible Ag-14 nanoclusters for cancer cell imaging; Nanoscale; 7, (2015), 18464-18470.
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Fletcher, John S; Latest applications of 3D ToF-SIMS bio-imaging; BIOINTERPHASES; 10, (2015).
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Kono, Akiteru; Sakurai, Takashi; Hattori, Toshiaki; Label free bio image sensor for real time monitoring of potassium ion released from hippocampal slices; Sensors And Actuators B-Chemical; 201, (2014), 439-443.
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Hare, Dominic J.; Jones, Michael W. M.; Wimmer, Verena C.; High-resolution complementary chemical imaging of bio-elements in Caenorhabditis elegans; Metallomics; 8, (2016), 156-160.
Jurowski, Kamil; Buszewski, Boguslaw; Piekoszewski, Wojciech; Bioanalytics in Quantitive (Bio)imaging/Mapping of Metallic Elements in Biological Samples; Critical Reviews In Analytical Chemistry; 45, (2015), 334-347.
Verma, Manisha; Raman, Balasubramanian; Center symmetric local binary co-occurrence pattern for texture, face and bio-medical imageretrieval; Journal Of Visual Communication And Image Representation; 32, (2015), 224-236.
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Hofmann, N. P.; Steuer, C.; Voss, A; Comprehensive Bio-Imaging Using Myocardial Perfusion Reserve Index During Cardiac Magnetic Resonance Imaging and High-Sensitive Troponin T for the Prediction of Outcomes in Heart Transplant Recipients; American Journal Of Transplantation; 14, (2014), 2607-2616.
Osminkina, Liubov A.; Sivakov, Vladimir A.; Mysov, Grigory A.; Nanoparticles prepared from porous silicon nanowires for bio-imaging and sonodynamic therapy; Nanoscale Research Letters; 9, (2014).
Esposito, M.; Anaxagoras, T.; Konstantinidis, A. C.; Performance of a novel wafer scale CMOS active pixel sensor for bio-medical imaging; Physics In Medicine And Biology; 59, (2014), 3533-3554.
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