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

Department of Mechanical Engineering

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

1 Scopus citations

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.

Original language	English
Title of host publication	2023 International Conference on Consumer Electronics - Taiwan, ICCE-Taiwan 2023 - Proceedings
Publisher	Institute of Electrical and Electronics Engineers Inc.
Pages	443-444
Number of pages	2
ISBN (Electronic)	9798350324174
DOIs	https://doi.org/10.1109/ICCE-Taiwan58799.2023.10226718
State	Published - 2023
Event	2023 International Conference on Consumer Electronics - Taiwan, ICCE-Taiwan 2023 - Pingtung, Taiwan Duration: 17 Jul 2023 → 19 Jul 2023

Publication series

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

Conference

Conference	2023 International Conference on Consumer Electronics - Taiwan, ICCE-Taiwan 2023
Country/Territory	Taiwan
City	Pingtung
Period	17/07/23 → 19/07/23

Keywords

Automatic Detection
Deep Learning
Low Back Pain
MRI

Access to Document

10.1109/ICCE-Taiwan58799.2023.10226718

Cite this

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. In 2023 International Conference on Consumer Electronics - Taiwan, ICCE-Taiwan 2023 - Proceedings (pp. 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 et al. / 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. pp. 443-444 (2023 International Conference on Consumer Electronics - Taiwan, ICCE-Taiwan 2023 - Proceedings).

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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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year = "2023",

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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. in 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., pp. 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 et al.
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).

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

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

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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 et al. Automatic Detection of Lumbar Disc Herniation Using YOLOv7. In 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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