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Title: :  SURFACE DEFECT DETECTION SYSTEM WITH MACHINE LEARNING
PaperId: :  17619
Published in:   International Journal Of Advance Research And Innovative Ideas In Education
Publisher:   IJARIIE
e-ISSN:   2395-4396
Volume/Issue:    Volume 8 Issue 3 2022
DUI:    16.0415/IJARIIE-17619
Licence: :   IJARIIE is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.

Author NameAuthor Institute
SIRITH NVIDYA VIKAS INSTITUTE OF ENGINEERING AND TECHNOLOGY
SUBRAMANYA N SVIDYA VIKAS INSTITUTE OF ENGINEERING AND TECHNOLOGY
SRINIVAS K RVIDYA VIKAS INSTITUTE OF ENGINEERING AND TECHNOLOGY
NISARGA VVIDYA VIKAS INSTITUTE OF ENGINEERING AND TECHNOLOGY
VIJAYANANDAVIDYA VIKAS INSTITUTE OF ENGINEERING AND TECHNOLOGY

Abstract

Information Science Engineering
Surface Defect, Machine Learning, Classification, Random Forest, Convolution neural network.
Surface quality is the essential parameter for a product. In an industry, manual defect inspection is a tedious assignment. Consequently, it is difficult to guarantee the surety of a flawless steel surface. To meet user requirements, speed up the inspection process, and to improve the overall efficiency of the industry, Machine Learning based automatic surface investigation strategies have been proven to be exceptionally powerful and prevalent solution in the recent years. We have taken a traditional machine learning approach to resolve this problem. This project makes an attempt to enhance the performance of the model using Image preprocessing techniques and use these extracted features to train and build a machine learning model to segment and classify defect images. The input is taken from the NEU surface defect database. This database contains six types of defects including crazing, inclusion, patches, pitted surface, rolled-in-scale, and scratches.

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IJARIIE SIRITH N, SUBRAMANYA N S, SRINIVAS K R, NISARGA V, and VIJAYANANDA. "SURFACE DEFECT DETECTION SYSTEM WITH MACHINE LEARNING" International Journal Of Advance Research And Innovative Ideas In Education Volume 8 Issue 3 2022 Page 5369-5374
MLA SIRITH N, SUBRAMANYA N S, SRINIVAS K R, NISARGA V, and VIJAYANANDA. "SURFACE DEFECT DETECTION SYSTEM WITH MACHINE LEARNING." International Journal Of Advance Research And Innovative Ideas In Education 8.3(2022) : 5369-5374.
APA SIRITH N, SUBRAMANYA N S, SRINIVAS K R, NISARGA V, & VIJAYANANDA. (2022). SURFACE DEFECT DETECTION SYSTEM WITH MACHINE LEARNING. International Journal Of Advance Research And Innovative Ideas In Education, 8(3), 5369-5374.
Chicago SIRITH N, SUBRAMANYA N S, SRINIVAS K R, NISARGA V, and VIJAYANANDA. "SURFACE DEFECT DETECTION SYSTEM WITH MACHINE LEARNING." International Journal Of Advance Research And Innovative Ideas In Education 8, no. 3 (2022) : 5369-5374.
Oxford SIRITH N, SUBRAMANYA N S, SRINIVAS K R, NISARGA V, and VIJAYANANDA. 'SURFACE DEFECT DETECTION SYSTEM WITH MACHINE LEARNING', International Journal Of Advance Research And Innovative Ideas In Education, vol. 8, no. 3, 2022, p. 5369-5374. Available from IJARIIE, https://ijariie.com/AdminUploadPdf/SURFACE_DEFECT_DETECTION_SYSTEM_WITH_MACHINE_LEARNING_ijariie17619.pdf (Accessed : 26 July 2022).
Harvard SIRITH N, SUBRAMANYA N S, SRINIVAS K R, NISARGA V, and VIJAYANANDA. (2022) 'SURFACE DEFECT DETECTION SYSTEM WITH MACHINE LEARNING', International Journal Of Advance Research And Innovative Ideas In Education, 8(3), pp. 5369-5374IJARIIE [Online]. Available at: https://ijariie.com/AdminUploadPdf/SURFACE_DEFECT_DETECTION_SYSTEM_WITH_MACHINE_LEARNING_ijariie17619.pdf (Accessed : 26 July 2022)
IEEE SIRITH N, SUBRAMANYA N S, SRINIVAS K R, NISARGA V, and VIJAYANANDA, "SURFACE DEFECT DETECTION SYSTEM WITH MACHINE LEARNING," International Journal Of Advance Research And Innovative Ideas In Education, vol. 8, no. 3, pp. 5369-5374, May-Jun 2022. [Online]. Available: https://ijariie.com/AdminUploadPdf/SURFACE_DEFECT_DETECTION_SYSTEM_WITH_MACHINE_LEARNING_ijariie17619.pdf [Accessed : 26 July 2022].
Turabian SIRITH N, SUBRAMANYA N S, SRINIVAS K R, NISARGA V, and VIJAYANANDA. "SURFACE DEFECT DETECTION SYSTEM WITH MACHINE LEARNING." International Journal Of Advance Research And Innovative Ideas In Education [Online]. volume 8 number 3 (26 July 2022).
Vancouver SIRITH N, SUBRAMANYA N S, SRINIVAS K R, NISARGA V, and VIJAYANANDA. SURFACE DEFECT DETECTION SYSTEM WITH MACHINE LEARNING. International Journal Of Advance Research And Innovative Ideas In Education [Internet]. 2022 [Cited : 26 July 2022]; 8(3) : 5369-5374. Available from: https://ijariie.com/AdminUploadPdf/SURFACE_DEFECT_DETECTION_SYSTEM_WITH_MACHINE_LEARNING_ijariie17619.pdf
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