Automatic Detection of Lumbar Disc Herniation Using YOLOv7

Ardha Ardea Prisilla; Yori Pusparani; Wen Thong Chang; Ben Yi Liau; Yih Kuen Jan; Peter Ardhianto; Chih Yang Lin; Chi Wen Lung

doi:10.1109/ICCE-Taiwan58799.2023.10226718

Automatic Detection of Lumbar Disc Herniation Using YOLOv7

Ardha Ardea Prisilla, Yori Pusparani, Wen Thong Chang, Ben Yi Liau, Yih Kuen Jan, Peter Ardhianto, Chih Yang Lin, Chi Wen Lung

機械工程學系

研究成果: 書貢獻/報告類型 › 會議論文篇章 › 同行評審

1 引文斯高帕斯（Scopus）

摘要

The detection of lumbar disc herniation (LDH) through magnetic resonance imaging (MRI) poses a challenge due to the various shapes, sizes, angles, and regions associated with bulges, protrusions, extrusions, and sequestrations. One potential solution is using deep learning methods to identify lumbar abnormalities in MRI images automatically. The YOU ONLY LOOK ONCE (YOLO) model series has gained popularity for training deep learning algorithms for real-time biomedical image detection. This study aims to assess the performance of the latest YOLOv7 in detecting LDH across different regions of the lumbar intervertebral disc. The analysis revealed that YOLOv7 exhibits a poor performance and low detection rate of LDH across the L1-L2, L2-L3, L3-L4, L4-L5, and L5-S1 regions.

原文	???core.languages.en_GB???
主出版物標題	2023 International Conference on Consumer Electronics - Taiwan, ICCE-Taiwan 2023 - Proceedings
發行者	Institute of Electrical and Electronics Engineers Inc.
頁面	443-444
頁數	2
ISBN（電子）	9798350324174
DOIs	https://doi.org/10.1109/ICCE-Taiwan58799.2023.10226718
出版狀態	已出版 - 2023
事件	2023 International Conference on Consumer Electronics - Taiwan, ICCE-Taiwan 2023 - Pingtung, Taiwan 持續時間: 17 7月 2023 → 19 7月 2023

出版系列

名字	2023 International Conference on Consumer Electronics - Taiwan, ICCE-Taiwan 2023 - Proceedings

???event.eventtypes.event.conference???

???event.eventtypes.event.conference???	2023 International Conference on Consumer Electronics - Taiwan, ICCE-Taiwan 2023
國家/地區	Taiwan
城市	Pingtung
期間	17/07/23 → 19/07/23

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10.1109/ICCE-Taiwan58799.2023.10226718

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Prisilla, A. A., Pusparani, Y., Chang, W. T., Liau, B. Y., Jan, Y. K., Ardhianto, P., Lin, C. Y., & Lung, C. W. (2023). Automatic Detection of Lumbar Disc Herniation Using YOLOv7. 於 2023 International Conference on Consumer Electronics - Taiwan, ICCE-Taiwan 2023 - Proceedings (頁 443-444). (2023 International Conference on Consumer Electronics - Taiwan, ICCE-Taiwan 2023 - Proceedings). Institute of Electrical and Electronics Engineers Inc.. https://doi.org/10.1109/ICCE-Taiwan58799.2023.10226718

Prisilla, Ardha Ardea ; Pusparani, Yori ; Chang, Wen Thong 等. / Automatic Detection of Lumbar Disc Herniation Using YOLOv7. 2023 International Conference on Consumer Electronics - Taiwan, ICCE-Taiwan 2023 - Proceedings. Institute of Electrical and Electronics Engineers Inc., 2023. 頁 443-444 (2023 International Conference on Consumer Electronics - Taiwan, ICCE-Taiwan 2023 - Proceedings).

@inproceedings{484117819e35468fb369f8c43355541f,

title = "Automatic Detection of Lumbar Disc Herniation Using YOLOv7",

abstract = "The detection of lumbar disc herniation (LDH) through magnetic resonance imaging (MRI) poses a challenge due to the various shapes, sizes, angles, and regions associated with bulges, protrusions, extrusions, and sequestrations. One potential solution is using deep learning methods to identify lumbar abnormalities in MRI images automatically. The YOU ONLY LOOK ONCE (YOLO) model series has gained popularity for training deep learning algorithms for real-time biomedical image detection. This study aims to assess the performance of the latest YOLOv7 in detecting LDH across different regions of the lumbar intervertebral disc. The analysis revealed that YOLOv7 exhibits a poor performance and low detection rate of LDH across the L1-L2, L2-L3, L3-L4, L4-L5, and L5-S1 regions.",

keywords = "Automatic Detection, Deep Learning, Low Back Pain, MRI",

author = "Prisilla, {Ardha Ardea} and Yori Pusparani and Chang, {Wen Thong} and Liau, {Ben Yi} and Jan, {Yih Kuen} and Peter Ardhianto and Lin, {Chih Yang} and Lung, {Chi Wen}",

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doi = "10.1109/ICCE-Taiwan58799.2023.10226718",

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series = "2023 International Conference on Consumer Electronics - Taiwan, ICCE-Taiwan 2023 - Proceedings",

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Prisilla, AA, Pusparani, Y, Chang, WT, Liau, BY, Jan, YK, Ardhianto, P, Lin, CY & Lung, CW 2023, Automatic Detection of Lumbar Disc Herniation Using YOLOv7. 於 2023 International Conference on Consumer Electronics - Taiwan, ICCE-Taiwan 2023 - Proceedings. 2023 International Conference on Consumer Electronics - Taiwan, ICCE-Taiwan 2023 - Proceedings, Institute of Electrical and Electronics Engineers Inc., 頁 443-444, 2023 International Conference on Consumer Electronics - Taiwan, ICCE-Taiwan 2023, Pingtung, Taiwan, 17/07/23. https://doi.org/10.1109/ICCE-Taiwan58799.2023.10226718

Automatic Detection of Lumbar Disc Herniation Using YOLOv7. / Prisilla, Ardha Ardea; Pusparani, Yori; Chang, Wen Thong 等.
2023 International Conference on Consumer Electronics - Taiwan, ICCE-Taiwan 2023 - Proceedings. Institute of Electrical and Electronics Engineers Inc., 2023. p. 443-444 (2023 International Conference on Consumer Electronics - Taiwan, ICCE-Taiwan 2023 - Proceedings).

研究成果: 書貢獻/報告類型 › 會議論文篇章 › 同行評審

TY - GEN

T1 - Automatic Detection of Lumbar Disc Herniation Using YOLOv7

AU - Prisilla, Ardha Ardea

AU - Pusparani, Yori

AU - Chang, Wen Thong

AU - Liau, Ben Yi

AU - Jan, Yih Kuen

AU - Ardhianto, Peter

AU - Lin, Chih Yang

AU - Lung, Chi Wen

PY - 2023

Y1 - 2023

N2 - The detection of lumbar disc herniation (LDH) through magnetic resonance imaging (MRI) poses a challenge due to the various shapes, sizes, angles, and regions associated with bulges, protrusions, extrusions, and sequestrations. One potential solution is using deep learning methods to identify lumbar abnormalities in MRI images automatically. The YOU ONLY LOOK ONCE (YOLO) model series has gained popularity for training deep learning algorithms for real-time biomedical image detection. This study aims to assess the performance of the latest YOLOv7 in detecting LDH across different regions of the lumbar intervertebral disc. The analysis revealed that YOLOv7 exhibits a poor performance and low detection rate of LDH across the L1-L2, L2-L3, L3-L4, L4-L5, and L5-S1 regions.

AB - The detection of lumbar disc herniation (LDH) through magnetic resonance imaging (MRI) poses a challenge due to the various shapes, sizes, angles, and regions associated with bulges, protrusions, extrusions, and sequestrations. One potential solution is using deep learning methods to identify lumbar abnormalities in MRI images automatically. The YOU ONLY LOOK ONCE (YOLO) model series has gained popularity for training deep learning algorithms for real-time biomedical image detection. This study aims to assess the performance of the latest YOLOv7 in detecting LDH across different regions of the lumbar intervertebral disc. The analysis revealed that YOLOv7 exhibits a poor performance and low detection rate of LDH across the L1-L2, L2-L3, L3-L4, L4-L5, and L5-S1 regions.

KW - Automatic Detection

KW - Deep Learning

KW - Low Back Pain

KW - MRI

UR - http://www.scopus.com/inward/record.url?scp=85174968612&partnerID=8YFLogxK

U2 - 10.1109/ICCE-Taiwan58799.2023.10226718

DO - 10.1109/ICCE-Taiwan58799.2023.10226718

M3 - 會議論文篇章

AN - SCOPUS:85174968612

T3 - 2023 International Conference on Consumer Electronics - Taiwan, ICCE-Taiwan 2023 - Proceedings

SP - 443

EP - 444

BT - 2023 International Conference on Consumer Electronics - Taiwan, ICCE-Taiwan 2023 - Proceedings

PB - Institute of Electrical and Electronics Engineers Inc.

T2 - 2023 International Conference on Consumer Electronics - Taiwan, ICCE-Taiwan 2023

Y2 - 17 July 2023 through 19 July 2023

ER -

Prisilla AA, Pusparani Y, Chang WT, Liau BY, Jan YK, Ardhianto P 等. Automatic Detection of Lumbar Disc Herniation Using YOLOv7. 於 2023 International Conference on Consumer Electronics - Taiwan, ICCE-Taiwan 2023 - Proceedings. Institute of Electrical and Electronics Engineers Inc. 2023. p. 443-444. (2023 International Conference on Consumer Electronics - Taiwan, ICCE-Taiwan 2023 - Proceedings). doi: 10.1109/ICCE-Taiwan58799.2023.10226718

Automatic Detection of Lumbar Disc Herniation Using YOLOv7

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