The Construction of an Individualized Spinal 3D Model Based on the X-ray Recognition

The actual work is devoted to the construction of an individualized mathematical model of the spine, based on the X-ray images in the frontal and sagittal projections using deep learning convolutional neural networks. The semantic segmentation of X-ray images using the convolutional neural network U...

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Main Authors:	Irina Grigorieva, Natalya Vyunnik, Gleb Kolpinsky
Format:	Article
Language:	English
Published:	FRUCT 2018-11-01
Series:	Proceedings of the XXth Conference of Open Innovations Association FRUCT
Subjects:	spine scoliotic curve X-ray image neural network U-Net machine learning
Online Access:	https://fruct.org/publications/fruct23/files/Gri.pdf

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spelling	doaj-68c2019a9bee40ae8ffe7a9e1dbe884e2020-11-24T22:52:32ZengFRUCTProceedings of the XXth Conference of Open Innovations Association FRUCT2305-72542343-07372018-11-0160223143149The Construction of an Individualized Spinal 3D Model Based on the X-ray RecognitionIrina Grigorieva0Natalya Vyunnik1Gleb Kolpinsky2Kemerovo State University, Kemerovo, RussiaKemerovo State University, Kemerovo, RussiaKemerovo State Medical University, Kemerovo, RussiaThe actual work is devoted to the construction of an individualized mathematical model of the spine, based on the X-ray images in the frontal and sagittal projections using deep learning convolutional neural networks. The semantic segmentation of X-ray images using the convolutional neural network U-Net is performed, also justifying the choice of network parameters and architecture. All stages of the individualized 30 model building are described, the results of each stage are presented. The model is constructed to subsequently determine the type and the extent of scoliosis with the aim of designing and implementing of the Cheneau corset.https://fruct.org/publications/fruct23/files/Gri.pdf spinescoliotic curveX-ray imageneural networkU-Netmachine learning
collection	DOAJ
language	English
format	Article
sources	DOAJ
author	Irina Grigorieva Natalya Vyunnik Gleb Kolpinsky
spellingShingle	Irina Grigorieva Natalya Vyunnik Gleb Kolpinsky The Construction of an Individualized Spinal 3D Model Based on the X-ray Recognition Proceedings of the XXth Conference of Open Innovations Association FRUCT spine scoliotic curve X-ray image neural network U-Net machine learning
author_facet	Irina Grigorieva Natalya Vyunnik Gleb Kolpinsky
author_sort	Irina Grigorieva
title	The Construction of an Individualized Spinal 3D Model Based on the X-ray Recognition
title_short	The Construction of an Individualized Spinal 3D Model Based on the X-ray Recognition
title_full	The Construction of an Individualized Spinal 3D Model Based on the X-ray Recognition
title_fullStr	The Construction of an Individualized Spinal 3D Model Based on the X-ray Recognition
title_full_unstemmed	The Construction of an Individualized Spinal 3D Model Based on the X-ray Recognition
title_sort	construction of an individualized spinal 3d model based on the x-ray recognition
publisher	FRUCT
series	Proceedings of the XXth Conference of Open Innovations Association FRUCT
issn	2305-7254 2343-0737
publishDate	2018-11-01
description	The actual work is devoted to the construction of an individualized mathematical model of the spine, based on the X-ray images in the frontal and sagittal projections using deep learning convolutional neural networks. The semantic segmentation of X-ray images using the convolutional neural network U-Net is performed, also justifying the choice of network parameters and architecture. All stages of the individualized 30 model building are described, the results of each stage are presented. The model is constructed to subsequently determine the type and the extent of scoliosis with the aim of designing and implementing of the Cheneau corset.
topic	spine scoliotic curve X-ray image neural network U-Net machine learning
url	https://fruct.org/publications/fruct23/files/Gri.pdf
work_keys_str_mv	AT irinagrigorieva theconstructionofanindividualizedspinal3dmodelbasedonthexrayrecognition AT natalyavyunnik theconstructionofanindividualizedspinal3dmodelbasedonthexrayrecognition AT glebkolpinsky theconstructionofanindividualizedspinal3dmodelbasedonthexrayrecognition AT irinagrigorieva constructionofanindividualizedspinal3dmodelbasedonthexrayrecognition AT natalyavyunnik constructionofanindividualizedspinal3dmodelbasedonthexrayrecognition AT glebkolpinsky constructionofanindividualizedspinal3dmodelbasedonthexrayrecognition
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The Construction of an Individualized Spinal 3D Model Based on the X-ray Recognition

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