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2018 | OriginalPaper | Buchkapitel

Quality Assessment of 3D Printed Surfaces in Fourier Domain

verfasst von : Jarosław Fastowicz, Dawid Bąk, Przemysław Mazurek, Krzysztof Okarma

Erschienen in: Image Processing and Communications Challenges 9

Verlag: Springer International Publishing

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Abstract

In the paper the issue of quality assessment of 3D printed surfaces using image analysis is considered with particular attention paid to Fourier analysis of image fragments resized to one-dimensional vectors. Due to the application if Fourier analysis the regularity of visible patterns related to the consecutive layers of the filament can be assessed, assuming the side view of the printed surface. In order to avoid the problems of uneven lighting, our experiments have been conducted for scanned images of several 3D printed flat samples. As some of them have been contaminated by forced distortions, it is possible to classify them into two groups depending on the presence and amount of them. Due to the application of Fourier analysis some encouraging experimental results have been obtained which can be useful also for online monitoring of 3D prints quality for the images captured by cameras.

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Literatur
1.
Zurück zum Zitat Chauhan, V., Surgenor, B.: A comparative study of machine vision based methods for fault detection in an automated assembly machine. Procedia Manuf. 1, 416–428 (2015)CrossRef Chauhan, V., Surgenor, B.: A comparative study of machine vision based methods for fault detection in an automated assembly machine. Procedia Manuf. 1, 416–428 (2015)CrossRef
2.
Zurück zum Zitat Cheng, Y., Jafari, M.A.: Vision-based online process control in manufacturing applications. IEEE Trans. Autom. Sci. Eng. 5(1), 140–153 (2008)CrossRef Cheng, Y., Jafari, M.A.: Vision-based online process control in manufacturing applications. IEEE Trans. Autom. Sci. Eng. 5(1), 140–153 (2008)CrossRef
3.
Zurück zum Zitat Fang, T., Jafari, M.A., Bakhadyrov, I., Safari, A., Danforth, S., Langrana, N.: Online defect detection in layered manufacturing using process signature. In: Proceedings of IEEE International Conference on Systems, Man and Cybernetics, vol. 5, pp. 4373–4378. San Diego, California, USA (1998) Fang, T., Jafari, M.A., Bakhadyrov, I., Safari, A., Danforth, S., Langrana, N.: Online defect detection in layered manufacturing using process signature. In: Proceedings of IEEE International Conference on Systems, Man and Cybernetics, vol. 5, pp. 4373–4378. San Diego, California, USA (1998)
4.
Zurück zum Zitat Herwig, J., Leßmann., Büijrger, F., Pauli, J.: Adaptive anomaly detection within near-regular milling textures. In: 2013 8th International Symposium on Image and Signal Processing and Analysis (ISPA), pp. 113–118 (2013) Herwig, J., Leßmann., Büijrger, F., Pauli, J.: Adaptive anomaly detection within near-regular milling textures. In: 2013 8th International Symposium on Image and Signal Processing and Analysis (ISPA), pp. 113–118 (2013)
5.
Zurück zum Zitat International Telecommunication Union: Recommendation BT.601-7 - studio encoding parameters of digital television for standard 4:3 and wide-screen 16:9 aspect ratios (2011) International Telecommunication Union: Recommendation BT.601-7 - studio encoding parameters of digital television for standard 4:3 and wide-screen 16:9 aspect ratios (2011)
6.
Zurück zum Zitat Khorrami, M., Azimzadeh, Z., Nabipour, S.: Reduced-reference image quality assessment based on 2-D discrete FFT and edge similarity. In: 2015 9th Iranian Conference on Machine Vision and Image Processing (MVIP), pp. 24–28 (2015) Khorrami, M., Azimzadeh, Z., Nabipour, S.: Reduced-reference image quality assessment based on 2-D discrete FFT and edge similarity. In: 2015 9th Iranian Conference on Machine Vision and Image Processing (MVIP), pp. 24–28 (2015)
7.
Zurück zum Zitat Mkayes, A.A., Saad, N.M., Faye, I., Walter, N.: Image histogram and FFT based critical study on noise in fluorescence microscope images. In: 2016 6th International Conference on Intelligent and Advanced Systems (ICIAS), pp. 1–4 (2016) Mkayes, A.A., Saad, N.M., Faye, I., Walter, N.: Image histogram and FFT based critical study on noise in fluorescence microscope images. In: 2016 6th International Conference on Intelligent and Advanced Systems (ICIAS), pp. 1–4 (2016)
8.
Zurück zum Zitat Okarma, K., Fastowicz, J.: No-reference quality assessment of 3D prints based on the GLCM analysis. In: 2016 21st International Conference on Methods and Models in Automation and Robotics (MMAR), pp. 788–793 (2016) Okarma, K., Fastowicz, J.: No-reference quality assessment of 3D prints based on the GLCM analysis. In: 2016 21st International Conference on Methods and Models in Automation and Robotics (MMAR), pp. 788–793 (2016)
9.
Zurück zum Zitat Okarma, K., Fastowicz, J.: Quality assessment of 3D prints based on feature similarity metrics. In: Choraś, R.S. (ed.) Proceedings of Image Processing and Communications Challenges 8: 8th International Conference, IP&C 2016 Bydgoszcz, Poland, pp. 104–111. Springer, Heidelberg (2017). September 2016 Okarma, K., Fastowicz, J.: Quality assessment of 3D prints based on feature similarity metrics. In: Choraś, R.S. (ed.) Proceedings of Image Processing and Communications Challenges 8: 8th International Conference, IP&C 2016 Bydgoszcz, Poland, pp. 104–111. Springer, Heidelberg (2017). September 2016
10.
Zurück zum Zitat Okarma, K., Fastowicz, J., Tecław, M.: Application of structural similarity based metrics for quality assessment of 3D prints. In: Chmielewski, L.J., Datta, A., Kozera, R., Wojciechowski, K. (eds.) Proceedings of Computer Vision and Graphics: International Conference, ICCVG 2016, Warsaw, Poland, 19–21 September 2016. Lecture Notes in Computer Science, vol. 9972, pp. 244–252. Springer, Cham (2016) Okarma, K., Fastowicz, J., Tecław, M.: Application of structural similarity based metrics for quality assessment of 3D prints. In: Chmielewski, L.J., Datta, A., Kozera, R., Wojciechowski, K. (eds.) Proceedings of Computer Vision and Graphics: International Conference, ICCVG 2016, Warsaw, Poland, 19–21 September 2016. Lecture Notes in Computer Science, vol. 9972, pp. 244–252. Springer, Cham (2016)
11.
Zurück zum Zitat Straub, J.: Initial work on the characterization of additive manufacturing (3D printing) using software image analysis. Machines 3(2), 55–71 (2015)CrossRef Straub, J.: Initial work on the characterization of additive manufacturing (3D printing) using software image analysis. Machines 3(2), 55–71 (2015)CrossRef
12.
Zurück zum Zitat Szkilnyk, G., Hughes, K., Surgenor, B.: Vision based fault detection of automated assembly equipment. Proceedings of ASME/IEEE International Conference on Mechatronic and Embedded Systems and Applications, Parts A and B, Washington, DC, USA 3, 691–697 (2011) Szkilnyk, G., Hughes, K., Surgenor, B.: Vision based fault detection of automated assembly equipment. Proceedings of ASME/IEEE International Conference on Mechatronic and Embedded Systems and Applications, Parts A and B, Washington, DC, USA 3, 691–697 (2011)
13.
Zurück zum Zitat Tourloukis, G., Stoyanov, S., Tilford, T., Bailey, C.: Data driven approach to quality assessment of 3D printed electronic products. In: Proceedings of 38th International Spring Seminar on Electronics Technology (ISSE), Eger, Hungary, pp. 300–305, May 2015 Tourloukis, G., Stoyanov, S., Tilford, T., Bailey, C.: Data driven approach to quality assessment of 3D printed electronic products. In: Proceedings of 38th International Spring Seminar on Electronics Technology (ISSE), Eger, Hungary, pp. 300–305, May 2015
Metadaten
Titel
Quality Assessment of 3D Printed Surfaces in Fourier Domain
verfasst von
Jarosław Fastowicz
Dawid Bąk
Przemysław Mazurek
Krzysztof Okarma
Copyright-Jahr
2018
DOI
https://doi.org/10.1007/978-3-319-68720-9_10

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