Call for Papers:Vol.12 Issue.2

Submission
Last date		 28-Apr-2026
Acceptance Status In One Day
Paper Publish In Two Days
Submit ManuScript

News & Updates

Submit Article

Dear Authors, Article publish in our journal for Volume-12,Issue-2. For article submission on below link: Submit Manuscript


Join As Board

Dear Reviewer, You can join our Reviewer team without given any charges in our journal. Submit Details on below link: Join As Board


Paper Publication Charges

IJARIIE APP
Download Android App

For Authors

Archives

IJARIIE Board

Downloads

Android App

Download IJARIIE APP

Authors

Title: :  SAFE DRIVE: ADVANCED POTHOLE DETECTION SYSTEM FOR ENHANCED ROAD SAFETY IN RAINY CONDITIONS
PaperId: :  24596
Published in:   International Journal Of Advance Research And Innovative Ideas In Education
Publisher:   IJARIIE
e-ISSN:   2395-4396
Volume/Issue:    Volume 10 Issue 4 2024
DUI:    16.0415/IJARIIE-24596
Licence: :   IJARIIE is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.

Author NameAuthor Institute
kowshikaa.k.sVellore institute of technology, Chennai

Abstract

Computer Engineering
Pothole detection, Rain-induced road hazards, Real-time pothole alerts, YOLO
In rainy weather, the presence of potholes on road surfaces constitutes a formidable hazard to vehicular safety. These potholes, formed through the synergistic effects of wear and tear alongside rain-induced erosion, precipitate accidents, inflict vehicle damage, and cause significant traffic disruptions. This project seeks to harness the power of deep learning techniques to develop an advanced object detection system with the specific aim of identifying potholes obscured beneath accumulated rainwater. The inherent challenge in this endeavor is the paucity of image data depicting potholes under turbid rainy water conditions. Current imaging technologies fall short in acquiring clear images in such turbid environments, necessitating an innovative approach. To overcome this limitation, we propose the generation of synthetic images based on sophisticated physical models of underwater scenes. These generated images will serve as the training data for a YOLOv8 model, enabling real-time detection of submerged potholes. The endeavor will not only focus on creating a robust training dataset but will also involve a meticulous comparison of the detection capabilities of the YOLO model when trained with conventional images versus those generated for underwater conditions. This project, therefore, represents a confluence of advanced machine learning, image generation techniques, and practical application in road safety. By enhancing the real-time detection capabilities of potholes under rainy conditions, we aim to mitigate the risks posed by these hazards, thereby contributing to safer driving experiences and reducing the incidence of traffic accidents and vehicle damage. The ultimate goal is to create a reliable and efficient system that can be deployed in real-world scenarios, ensuring enhanced road safety even in adverse weather conditions.

Citations

Copy and paste a formatted citation or use one of the links to import into a bibliography manager and reference.

IJARIIE kowshikaa.k.s. "SAFE DRIVE: ADVANCED POTHOLE DETECTION SYSTEM FOR ENHANCED ROAD SAFETY IN RAINY CONDITIONS" International Journal Of Advance Research And Innovative Ideas In Education Volume 10 Issue 4 2024 Page 1243-1249
MLA kowshikaa.k.s. "SAFE DRIVE: ADVANCED POTHOLE DETECTION SYSTEM FOR ENHANCED ROAD SAFETY IN RAINY CONDITIONS." International Journal Of Advance Research And Innovative Ideas In Education 10.4(2024) : 1243-1249.
APA kowshikaa.k.s. (2024). SAFE DRIVE: ADVANCED POTHOLE DETECTION SYSTEM FOR ENHANCED ROAD SAFETY IN RAINY CONDITIONS. International Journal Of Advance Research And Innovative Ideas In Education, 10(4), 1243-1249.
Chicago kowshikaa.k.s. "SAFE DRIVE: ADVANCED POTHOLE DETECTION SYSTEM FOR ENHANCED ROAD SAFETY IN RAINY CONDITIONS." International Journal Of Advance Research And Innovative Ideas In Education 10, no. 4 (2024) : 1243-1249.
Oxford kowshikaa.k.s. 'SAFE DRIVE: ADVANCED POTHOLE DETECTION SYSTEM FOR ENHANCED ROAD SAFETY IN RAINY CONDITIONS', International Journal Of Advance Research And Innovative Ideas In Education, vol. 10, no. 4, 2024, p. 1243-1249. Available from IJARIIE, https://ijariie.com/AdminUploadPdf/SAFE_DRIVE__ADVANCED_POTHOLE_DETECTION_SYSTEM_FOR_ENHANCED_ROAD_SAFETY_IN_RAINY_CONDITIONS_ijariie24596.pdf (Accessed : ).
Harvard kowshikaa.k.s. (2024) 'SAFE DRIVE: ADVANCED POTHOLE DETECTION SYSTEM FOR ENHANCED ROAD SAFETY IN RAINY CONDITIONS', International Journal Of Advance Research And Innovative Ideas In Education, 10(4), pp. 1243-1249IJARIIE [Online]. Available at: https://ijariie.com/AdminUploadPdf/SAFE_DRIVE__ADVANCED_POTHOLE_DETECTION_SYSTEM_FOR_ENHANCED_ROAD_SAFETY_IN_RAINY_CONDITIONS_ijariie24596.pdf (Accessed : )
IEEE kowshikaa.k.s, "SAFE DRIVE: ADVANCED POTHOLE DETECTION SYSTEM FOR ENHANCED ROAD SAFETY IN RAINY CONDITIONS," International Journal Of Advance Research And Innovative Ideas In Education, vol. 10, no. 4, pp. 1243-1249, Jul-Aug 2024. [Online]. Available: https://ijariie.com/AdminUploadPdf/SAFE_DRIVE__ADVANCED_POTHOLE_DETECTION_SYSTEM_FOR_ENHANCED_ROAD_SAFETY_IN_RAINY_CONDITIONS_ijariie24596.pdf [Accessed : ].
Turabian kowshikaa.k.s. "SAFE DRIVE: ADVANCED POTHOLE DETECTION SYSTEM FOR ENHANCED ROAD SAFETY IN RAINY CONDITIONS." International Journal Of Advance Research And Innovative Ideas In Education [Online]. volume 10 number 4 ().
Vancouver kowshikaa.k.s. SAFE DRIVE: ADVANCED POTHOLE DETECTION SYSTEM FOR ENHANCED ROAD SAFETY IN RAINY CONDITIONS. International Journal Of Advance Research And Innovative Ideas In Education [Internet]. 2024 [Cited : ]; 10(4) : 1243-1249. Available from: https://ijariie.com/AdminUploadPdf/SAFE_DRIVE__ADVANCED_POTHOLE_DETECTION_SYSTEM_FOR_ENHANCED_ROAD_SAFETY_IN_RAINY_CONDITIONS_ijariie24596.pdf
BibTex EndNote RefMan RefWorks

Number Of Downloads



Save in Google Drive

Similar-Paper

TitleArea of ResearchAuther NameAction
WORD-LEVEL BLUR FOR REAL-TIME SCREEN ABUSE DETECTION: IMPLEMENTATION AND EVALUATIONcomputer Engineeringsohel sayyad Download
Heart Attack Risk Prediction Using Retinal Eye ImagesMachine LearningPrasanthi Siri Kuruma Download
Real Time Zero Knowledge Privacy & Ai Security for currency Transaction Using EthereumComputer EngineeringPANTHULA SAI MURALI Download
JANMITRA - AI POWERED PLATFORM BRIDGING SOCIETIES WITH NGO'S AND ORGANIZATIONScomputer engineeringUMESH AAGDE Download
Improvising Personalized Travel Recommendation System with Recency Effectscomputer science engineeringMrs. Fathima Zahera Download
Ensemble Models and Explainable AI for Malware DetectionComputer Science M Vandana Download
Smart E-Healthcare SystemComputer EngineeringVattikoti Sai Download
SURVEY ON RETAIL INSIGHT GENERATOR: VISION AI FOR CUSTOMER ANALYTICS AND HEATMAPSComputer EngineeringAmalkrishna K B Download
SMART COLLEGE SECURITY:AI-POWERED IDCARD VIOLATION AND FACE RECOGNITIONSYSTEMComputer science Athira Thomas Download
Consumer Behavioural Analysis Using Advanced Clustering TechniquesComputer Science and EngineeringSupriya Thati Download
A Low-Cost Smartphone-Based Sign Language Translator Using Computer Vision for Real-Time Deaf–Hearing CommunicationComputer Science and EngineeringHarsh Mishra Download
Predicting Stock Market Trends using Deep Learning TechniquesComputer Science and EngineeringAkruthi Shere Download
A SURVEY ON SMART VOTING SYSTEM USING BLOCKCHAINComputer Science EngineeringAleena Shaju Download
A SURVEY ON SECURESCAN 360: CYBER INTEGRATED SYSTEM FOR THREAT DETECTION AND IMAGE AUTHENTICATIONComputer Science and EngineeringAparna Sunil Download
Efficient Use of Dialog Boxes in GUI Development using VB.NETComputer ScienceDR. RISHI MATHUR Download
12