Fundamental study on preliminary image processing at time development of CNN using chest radiography

Daisuke Hirahara; Emi Yuda; Taro Takahara; Yasuyuki Kobayashi

doi:10.1109/LifeTech.2019.8884064

Fundamental study on preliminary image processing at time development of CNN using chest radiography

Daisuke Hirahara, Emi Yuda, Taro Takahara, Yasuyuki Kobayashi

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

1 Citation (Scopus)

Abstract

Cancers were discovered in bronchi and lungs, chest radiography is getting important. Some lung diseases affect only specific individuals such as lung cancer, but some diseases are related to infectious diseases such as pulmonary tuberculosis, threatening human health. Chest radiography is most convenient method to protect human health from such threats, such as a censer. In this study, we investigated whether preliminary image processing at the time development of a Convolution Neural Network (CNN) for judging presence or absence of a nodule by chest radiography contributes to improvement in accuracy.

Original language	English
Title of host publication	2019 IEEE 1st Global Conference on Life Sciences and Technologies, LifeTech 2019
Publisher	Institute of Electrical and Electronics Engineers Inc.
Pages	102-104
Number of pages	3
ISBN (Electronic)	9781728105437
DOIs	https://doi.org/10.1109/LifeTech.2019.8884064
Publication status	Published - 2019 Mar
Externally published	Yes
Event	1st IEEE Global Conference on Life Sciences and Technologies, LifeTech 2019 - Osaka, Japan Duration: 2019 Mar 12 → 2019 Mar 14

Publication series

Name	2019 IEEE 1st Global Conference on Life Sciences and Technologies, LifeTech 2019

Conference

Conference	1st IEEE Global Conference on Life Sciences and Technologies, LifeTech 2019
Country/Territory	Japan
City	Osaka
Period	19/3/12 → 19/3/14

Keywords

Chest Radiography
Convolution Neural Network
Image Processing
Lung Cancer
Pulmonary Tuberculosis

ASJC Scopus subject areas

Artificial Intelligence
Health Informatics
Neuroscience (miscellaneous)
Computer Science Applications
Biomedical Engineering

UN SDGs

This output contributes to the following UN Sustainable Development Goals (SDGs)

Access to Document

10.1109/LifeTech.2019.8884064

Cite this

Hirahara, D., Yuda, E., Takahara, T., & Kobayashi, Y. (2019). Fundamental study on preliminary image processing at time development of CNN using chest radiography. In 2019 IEEE 1st Global Conference on Life Sciences and Technologies, LifeTech 2019 (pp. 102-104). [8884064] (2019 IEEE 1st Global Conference on Life Sciences and Technologies, LifeTech 2019). Institute of Electrical and Electronics Engineers Inc.. https://doi.org/10.1109/LifeTech.2019.8884064

Fundamental study on preliminary image processing at time development of CNN using chest radiography. / Hirahara, Daisuke; Yuda, Emi; Takahara, Taro et al.
2019 IEEE 1st Global Conference on Life Sciences and Technologies, LifeTech 2019. Institute of Electrical and Electronics Engineers Inc., 2019. p. 102-104 8884064 (2019 IEEE 1st Global Conference on Life Sciences and Technologies, LifeTech 2019).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

Hirahara, D, Yuda, E, Takahara, T & Kobayashi, Y 2019, Fundamental study on preliminary image processing at time development of CNN using chest radiography. in 2019 IEEE 1st Global Conference on Life Sciences and Technologies, LifeTech 2019., 8884064, 2019 IEEE 1st Global Conference on Life Sciences and Technologies, LifeTech 2019, Institute of Electrical and Electronics Engineers Inc., pp. 102-104, 1st IEEE Global Conference on Life Sciences and Technologies, LifeTech 2019, Osaka, Japan, 19/3/12. https://doi.org/10.1109/LifeTech.2019.8884064

Hirahara D, Yuda E, Takahara T, Kobayashi Y. Fundamental study on preliminary image processing at time development of CNN using chest radiography. In 2019 IEEE 1st Global Conference on Life Sciences and Technologies, LifeTech 2019. Institute of Electrical and Electronics Engineers Inc. 2019. p. 102-104. 8884064. (2019 IEEE 1st Global Conference on Life Sciences and Technologies, LifeTech 2019). doi: 10.1109/LifeTech.2019.8884064

Hirahara, Daisuke ; Yuda, Emi ; Takahara, Taro et al. / Fundamental study on preliminary image processing at time development of CNN using chest radiography. 2019 IEEE 1st Global Conference on Life Sciences and Technologies, LifeTech 2019. Institute of Electrical and Electronics Engineers Inc., 2019. pp. 102-104 (2019 IEEE 1st Global Conference on Life Sciences and Technologies, LifeTech 2019).

@inproceedings{aa60dc68f8cf4c3cb68349d60ce2963c,

title = "Fundamental study on preliminary image processing at time development of CNN using chest radiography",

abstract = "Cancers were discovered in bronchi and lungs, chest radiography is getting important. Some lung diseases affect only specific individuals such as lung cancer, but some diseases are related to infectious diseases such as pulmonary tuberculosis, threatening human health. Chest radiography is most convenient method to protect human health from such threats, such as a censer. In this study, we investigated whether preliminary image processing at the time development of a Convolution Neural Network (CNN) for judging presence or absence of a nodule by chest radiography contributes to improvement in accuracy.",

keywords = "Chest Radiography, Convolution Neural Network, Image Processing, Lung Cancer, Pulmonary Tuberculosis",

author = "Daisuke Hirahara and Emi Yuda and Taro Takahara and Yasuyuki Kobayashi",

note = "Publisher Copyright: {\textcopyright} 2019 IEEE.; 1st IEEE Global Conference on Life Sciences and Technologies, LifeTech 2019 ; Conference date: 12-03-2019 Through 14-03-2019",

year = "2019",

month = mar,

doi = "10.1109/LifeTech.2019.8884064",

language = "English",

series = "2019 IEEE 1st Global Conference on Life Sciences and Technologies, LifeTech 2019",

publisher = "Institute of Electrical and Electronics Engineers Inc.",

pages = "102--104",

booktitle = "2019 IEEE 1st Global Conference on Life Sciences and Technologies, LifeTech 2019",

}

TY - GEN

T1 - Fundamental study on preliminary image processing at time development of CNN using chest radiography

AU - Hirahara, Daisuke

AU - Yuda, Emi

AU - Takahara, Taro

AU - Kobayashi, Yasuyuki

PY - 2019/3

Y1 - 2019/3

N2 - Cancers were discovered in bronchi and lungs, chest radiography is getting important. Some lung diseases affect only specific individuals such as lung cancer, but some diseases are related to infectious diseases such as pulmonary tuberculosis, threatening human health. Chest radiography is most convenient method to protect human health from such threats, such as a censer. In this study, we investigated whether preliminary image processing at the time development of a Convolution Neural Network (CNN) for judging presence or absence of a nodule by chest radiography contributes to improvement in accuracy.

AB - Cancers were discovered in bronchi and lungs, chest radiography is getting important. Some lung diseases affect only specific individuals such as lung cancer, but some diseases are related to infectious diseases such as pulmonary tuberculosis, threatening human health. Chest radiography is most convenient method to protect human health from such threats, such as a censer. In this study, we investigated whether preliminary image processing at the time development of a Convolution Neural Network (CNN) for judging presence or absence of a nodule by chest radiography contributes to improvement in accuracy.

KW - Chest Radiography

KW - Convolution Neural Network

KW - Image Processing

KW - Lung Cancer

KW - Pulmonary Tuberculosis

UR - http://www.scopus.com/inward/record.url?scp=85074886051&partnerID=8YFLogxK

UR - http://www.scopus.com/inward/citedby.url?scp=85074886051&partnerID=8YFLogxK

U2 - 10.1109/LifeTech.2019.8884064

DO - 10.1109/LifeTech.2019.8884064

M3 - Conference contribution

AN - SCOPUS:85074886051

T3 - 2019 IEEE 1st Global Conference on Life Sciences and Technologies, LifeTech 2019

SP - 102

EP - 104

BT - 2019 IEEE 1st Global Conference on Life Sciences and Technologies, LifeTech 2019

PB - Institute of Electrical and Electronics Engineers Inc.

T2 - 1st IEEE Global Conference on Life Sciences and Technologies, LifeTech 2019

Y2 - 12 March 2019 through 14 March 2019

ER -

Fundamental study on preliminary image processing at time development of CNN using chest radiography

Abstract

Publication series

Conference

Keywords

ASJC Scopus subject areas

UN SDGs

Access to Document

Other files and links

Fingerprint

Cite this