Title

Defect Detection Using Deep Learning-Based YOLOv3 in Cross-Sectional Image of Additive Manufacturing

Journal title

Archives of Metallurgy and Materials

Yearbook

2021

Volume

vol. 66

Issue

No 4

Affiliation

Choi, Byungjoo : Ajou University, Department of Mechanical Engineering, 206, World cup-ro, Yeongtong-gu, Suwon-si, Gyeonggi 16499, Republic of Korea ; Choi, Yongjun : Ajou University, Department of Mechanical Engineering, 206, World cup-ro, Yeongtong-gu, Suwon-si, Gyeonggi 16499, Republic of Korea ; Lee, Moon Gu : Ajou University, Department of Mechanical Engineering, 206, World cup-ro, Yeongtong-gu, Suwon-si, Gyeonggi 16499, Republic of Korea ; Kim, Jung Sub : Sungkyunkwan University School of Mechanical Engineering, Suwon, Republic of Korea ; Lee, Sang Won : Sungkyunkwan University School of Mechanical Engineering, Suwon, Republic of Korea ; Jeon, Yongho : Ajou University, Department of Mechanical Engineering, 206, World cup-ro, Yeongtong-gu, Suwon-si, Gyeonggi 16499, Republic of Korea

Authors

Choi, Byungjoo ; Choi, Yongjun ; Lee, Moon Gu ; Kim, Jung Sub ; Lee, Sang Won ; Jeon, Yongho

Keywords

additive manufacturing ; Deposition defect ; Data augmentation ; YOLOv3 ; Object detection

Divisions of PAS

Nauki Techniczne

Coverage

1037-1041

Publisher

Institute of Metallurgy and Materials Science of Polish Academy of Sciences ; Committee of Materials Engineering and Metallurgy of Polish Academy of Sciences

Bibliography

[1] O .H. Kwon, H.G. Kim, M.J. Ham, W.R. Kim, G.H. Kim, J.H. Cho, N.I. Kim, K.I. Kim, J. Intel. Manuf. 31, 375-386 (2020).
[2] L. Scime, J. Beuth, Addit. Manuf. 24, 273-286 (2018).
[3] L. Scime, J. Beuth, Addit. Manuf. 19, 114-126 (2018).
[4] L. Scime, J. Beuth, Addit. Manuf. 25, 151-165 (2019).
[5] L. Scime, J. Beuth, Addit. Manuf. 29, 100830, 1-9 (2019).
[6] M. Khanzadeh, W. Tian, A. Yadollahi, H.R. Doude, M.A. Tschopp, Addit. Manuf. 23, 443-456 (2018).
[7] M. Khanzadeh, S. Chowdhury, M. Marufuzzaman, M.A. Tschopp, L. Bian, J. Manuf. Syst. 47, 69-82 (2018).
[8] M. Khanzadeh, S. Chowdhury, M.A. Tschopp, H.R. Doude, M. Marufuzzaman, L. Bian, IISE Trans. 51, 5, 437-455 (2019)
[9] J . Redmon, A. Farhadi, arXiv preprint, 1804.02767 (2018).
[10] https://imageai.readthedocs.io/en/latest/
[11] https://github.com/tzutalin/labelImg
[12] http://www.image-net.org/
[13] https://imgaug.readthedocs.io/en/latest/index.html
[14] J .S. Kim, B.J. Kang, S.W. Lee, J. Mech. Sci. Technol. 33, 12, 1-7 (2019).
[15] A. Torralba, A.A. Efros, Proc. CVPR IEEE 12218709, 1521-1528 (2011).

Date

2021.12.28

Type

Article

Identifier

DOI: 10.24425/amm.2021.136421

Source

Archives of Metallurgy and Materials