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Title: :  Review on Deeply Supervised Convolutional Neural Network for Pavement Crack Detection
PaperId: :  20189
Published in:   International Journal Of Advance Research And Innovative Ideas In Education
Publisher:   IJARIIE
e-ISSN:   2395-4396
Volume/Issue:    Volume 9 Issue 3 2023
DUI:    16.0415/IJARIIE-20189
Licence: :   IJARIIE is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.

Author NameAuthor Institute
Neetu VijayanandaSapthagiri College Of Engineering
Dr. Praveen Kumar K VSapthagiri College Of Engineering

Abstract

Computer Science and Engineering
Convolutional Neural Network, Fault analysis, Encoder-decoder, Deep supervision, multiscale feature fusion.
Pavement crack detection is an important problem in road maintenance. There are many processing methods, including traditional and modern methods, solving this issue. Traditional methods use edge detection or some other digital image processing for crack detection, but these approaches are sensitive to many types of noise and unwanted objects on the road. For the purpose of increasing accuracy, image pre-processing methods are required for many of these techniques. Recently, some techniques that utilize deep learning to detect cracks in images have achieved high accuracy, without pre-processing. However, some of them are very complicated, some make use of manually collected data and some methods still need some form of pre-processing. In this paper we are going to get insight on some of the methods used in the process of pavement crack detection.

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IJARIIE Neetu Vijayananda, and Dr. Praveen Kumar K V. "Review on Deeply Supervised Convolutional Neural Network for Pavement Crack Detection" International Journal Of Advance Research And Innovative Ideas In Education Volume 9 Issue 3 2023 Page 998-1003
MLA Neetu Vijayananda, and Dr. Praveen Kumar K V. "Review on Deeply Supervised Convolutional Neural Network for Pavement Crack Detection." International Journal Of Advance Research And Innovative Ideas In Education 9.3(2023) : 998-1003.
APA Neetu Vijayananda, & Dr. Praveen Kumar K V. (2023). Review on Deeply Supervised Convolutional Neural Network for Pavement Crack Detection. International Journal Of Advance Research And Innovative Ideas In Education, 9(3), 998-1003.
Chicago Neetu Vijayananda, and Dr. Praveen Kumar K V. "Review on Deeply Supervised Convolutional Neural Network for Pavement Crack Detection." International Journal Of Advance Research And Innovative Ideas In Education 9, no. 3 (2023) : 998-1003.
Oxford Neetu Vijayananda, and Dr. Praveen Kumar K V. 'Review on Deeply Supervised Convolutional Neural Network for Pavement Crack Detection', International Journal Of Advance Research And Innovative Ideas In Education, vol. 9, no. 3, 2023, p. 998-1003. Available from IJARIIE, https://ijariie.com/AdminUploadPdf/Review_on_Deeply_Supervised_Convolutional_Neural_Network_for_Pavement_Crack_Detection_ijariie20189.pdf (Accessed : 06 August 2023).
Harvard Neetu Vijayananda, and Dr. Praveen Kumar K V. (2023) 'Review on Deeply Supervised Convolutional Neural Network for Pavement Crack Detection', International Journal Of Advance Research And Innovative Ideas In Education, 9(3), pp. 998-1003IJARIIE [Online]. Available at: https://ijariie.com/AdminUploadPdf/Review_on_Deeply_Supervised_Convolutional_Neural_Network_for_Pavement_Crack_Detection_ijariie20189.pdf (Accessed : 06 August 2023)
IEEE Neetu Vijayananda, and Dr. Praveen Kumar K V, "Review on Deeply Supervised Convolutional Neural Network for Pavement Crack Detection," International Journal Of Advance Research And Innovative Ideas In Education, vol. 9, no. 3, pp. 998-1003, May-Jun 2023. [Online]. Available: https://ijariie.com/AdminUploadPdf/Review_on_Deeply_Supervised_Convolutional_Neural_Network_for_Pavement_Crack_Detection_ijariie20189.pdf [Accessed : 06 August 2023].
Turabian Neetu Vijayananda, and Dr. Praveen Kumar K V. "Review on Deeply Supervised Convolutional Neural Network for Pavement Crack Detection." International Journal Of Advance Research And Innovative Ideas In Education [Online]. volume 9 number 3 (06 August 2023).
Vancouver Neetu Vijayananda, and Dr. Praveen Kumar K V. Review on Deeply Supervised Convolutional Neural Network for Pavement Crack Detection. International Journal Of Advance Research And Innovative Ideas In Education [Internet]. 2023 [Cited : 06 August 2023]; 9(3) : 998-1003. Available from: https://ijariie.com/AdminUploadPdf/Review_on_Deeply_Supervised_Convolutional_Neural_Network_for_Pavement_Crack_Detection_ijariie20189.pdf
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