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Title: :  Pothole Detection and dimension Estimation using deep learning (YOLO) and image processing.
PaperId: :  22736
Published in:   International Journal Of Advance Research And Innovative Ideas In Education
Publisher:   IJARIIE
e-ISSN:   2395-4396
Volume/Issue:    Volume 10 Issue 2 2024
DUI:    16.0415/IJARIIE-22736
Licence: :   IJARIIE is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.

Author NameAuthor Institute
Bhargav Ram GowrisettyVasireddy Venkatadri Institute of Technology
Hareesh Reddy EmaniVasireddy Venkatadri Institute of Technology
Vineeth Kumar GantaVasireddy Venkatadri Institute of Technology
Doushik ChinthapudiVasireddy Venkatadri Institute of Technology
Dr. Shaik. RiyazuddienVasireddy Venkatadri Institute of Technology

Abstract

Computer Engineering
Deep Learning, Pothole Detection, Convolutional neural networks(CNNs),YOLO(You Only Look Once) Open CV, Pandas, Numpy, Scikit, Tensor Flow, Keras, Pytorch
The world is advancing towards an autonomous environment at a great pace and it has become a need of an hour, especially during the current pandemic situation. The pandemic has hindered the functioning of many sectors, one of them being Road development and maintenance. Creating a safe working environment for workers is a major concern of road maintenance during such difficult times. This can be achieved to some extent with the help of an autonomous system that will aim at reducing human dependency. In this paper, one of such systems, a pothole detection and dimension estimation, is proposed. The proposed system uses a Deep Learning based algorithm YOLO (You Only Look Once) for pothole detection. Further, an image processing based triangular similarity measure is used for pothole dimension estimation. The proposed system provides reasonably accurate results of both pothole detection and dimension estimation. The proposed system also helps in reducing the time required for road maintenance. The system uses a custom made dataset consisting of images of water-logged and dry potholes of various shapes and sizes.

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IJARIIE Bhargav Ram Gowrisetty, Hareesh Reddy Emani, Vineeth Kumar Ganta, Doushik Chinthapudi, and Dr. Shaik. Riyazuddien. "Pothole Detection and dimension Estimation using deep learning (YOLO) and image processing." International Journal Of Advance Research And Innovative Ideas In Education Volume 10 Issue 2 2024 Page 748-754
MLA Bhargav Ram Gowrisetty, Hareesh Reddy Emani, Vineeth Kumar Ganta, Doushik Chinthapudi, and Dr. Shaik. Riyazuddien. "Pothole Detection and dimension Estimation using deep learning (YOLO) and image processing.." International Journal Of Advance Research And Innovative Ideas In Education 10.2(2024) : 748-754.
APA Bhargav Ram Gowrisetty, Hareesh Reddy Emani, Vineeth Kumar Ganta, Doushik Chinthapudi, & Dr. Shaik. Riyazuddien. (2024). Pothole Detection and dimension Estimation using deep learning (YOLO) and image processing.. International Journal Of Advance Research And Innovative Ideas In Education, 10(2), 748-754.
Chicago Bhargav Ram Gowrisetty, Hareesh Reddy Emani, Vineeth Kumar Ganta, Doushik Chinthapudi, and Dr. Shaik. Riyazuddien. "Pothole Detection and dimension Estimation using deep learning (YOLO) and image processing.." International Journal Of Advance Research And Innovative Ideas In Education 10, no. 2 (2024) : 748-754.
Oxford Bhargav Ram Gowrisetty, Hareesh Reddy Emani, Vineeth Kumar Ganta, Doushik Chinthapudi, and Dr. Shaik. Riyazuddien. 'Pothole Detection and dimension Estimation using deep learning (YOLO) and image processing.', International Journal Of Advance Research And Innovative Ideas In Education, vol. 10, no. 2, 2024, p. 748-754. Available from IJARIIE, https://ijariie.com/AdminUploadPdf/Pothole_Detection_and_dimension_Estimation_using_deep_learning__YOLO__and_image_processing__ijariie22736.pdf (Accessed : 18 March 2024).
Harvard Bhargav Ram Gowrisetty, Hareesh Reddy Emani, Vineeth Kumar Ganta, Doushik Chinthapudi, and Dr. Shaik. Riyazuddien. (2024) 'Pothole Detection and dimension Estimation using deep learning (YOLO) and image processing.', International Journal Of Advance Research And Innovative Ideas In Education, 10(2), pp. 748-754IJARIIE [Online]. Available at: https://ijariie.com/AdminUploadPdf/Pothole_Detection_and_dimension_Estimation_using_deep_learning__YOLO__and_image_processing__ijariie22736.pdf (Accessed : 18 March 2024)
IEEE Bhargav Ram Gowrisetty, Hareesh Reddy Emani, Vineeth Kumar Ganta, Doushik Chinthapudi, and Dr. Shaik. Riyazuddien, "Pothole Detection and dimension Estimation using deep learning (YOLO) and image processing.," International Journal Of Advance Research And Innovative Ideas In Education, vol. 10, no. 2, pp. 748-754, Mar-App 2024. [Online]. Available: https://ijariie.com/AdminUploadPdf/Pothole_Detection_and_dimension_Estimation_using_deep_learning__YOLO__and_image_processing__ijariie22736.pdf [Accessed : 18 March 2024].
Turabian Bhargav Ram Gowrisetty, Hareesh Reddy Emani, Vineeth Kumar Ganta, Doushik Chinthapudi, and Dr. Shaik. Riyazuddien. "Pothole Detection and dimension Estimation using deep learning (YOLO) and image processing.." International Journal Of Advance Research And Innovative Ideas In Education [Online]. volume 10 number 2 (18 March 2024).
Vancouver Bhargav Ram Gowrisetty, Hareesh Reddy Emani, Vineeth Kumar Ganta, Doushik Chinthapudi, and Dr. Shaik. Riyazuddien. Pothole Detection and dimension Estimation using deep learning (YOLO) and image processing.. International Journal Of Advance Research And Innovative Ideas In Education [Internet]. 2024 [Cited : 18 March 2024]; 10(2) : 748-754. Available from: https://ijariie.com/AdminUploadPdf/Pothole_Detection_and_dimension_Estimation_using_deep_learning__YOLO__and_image_processing__ijariie22736.pdf
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