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Road conditions play an important role in our everyday commute. With the proliferating number of vehicles on the road each year, it has become necessary to access the road conditions very frequently, this would ensure that the traffic also…

Computer Vision and Pattern Recognition · Computer Science 2025-11-18 Aswath Muthuselvam , Jeevak Raj S , Mohanaprasad K

Road transportation is of critical importance for a nation, having profound effects in the economy, the health and life style of its people. With the growth of cities and populations come bigger demands for mobility and safety, creating new…

Machine Learning · Computer Science 2019-08-28 M. Ricardo Carlos

Roads are connecting line between different places, and used daily. Roads' periodic maintenance keeps them safe and functional. Detecting and reporting the existence of potholes to responsible departments can help in eliminating them. This…

Computer Vision and Pattern Recognition · Computer Science 2021-07-15 Anas Al Shaghouri , Rami Alkhatib , Samir Berjaoui

The following report contains information about a proposed technology by the authors, which consists of a device that sits inside of a vehicle and constantly monitors the car information. It can determine speed, g-force, and location…

Computers and Society · Computer Science 2017-11-23 Ashkan Yousefpour , Caleb Fung , Tam Nguyen , David Hong , Daniel Zhang

Potholes are a major nuisance on the city roads leading to several problems and losses in productivity. Local authorities have cited a lack of geographic localization of these potholes as one of the rate-limiting factors for repairs. This…

Computers and Society · Computer Science 2025-08-26 Jinesh Mehta , Vinayak Mathur , Dhruv Agarwal , Atish Sharma , Krishna Prakasha

Among several road hazards that are present in any paved way in the world, potholes are one of the most annoying and also involving higher maintenance costs. There exists an increasing interest on the automated detection of these hazards…

Computer Vision and Pattern Recognition · Computer Science 2021-05-19 J. Javier Yebes , David Montero , Ignacio Arriola

It's important to monitor road issues such as bumps and potholes to enhance safety and improve road conditions. Smartphones are equipped with various built-in sensors that offer a cost-effective and straightforward way to assess road…

In this paper, we propose a conceptual framework where a centralized system, classifies the road based upon the level of damage. The centralized system also identifies the traffic intensity thereby prioritizing the roads that need quick…

Artificial Intelligence · Computer Science 2013-09-19 Shreyas Balakuntala , Sandeep Venkatesh

Potholes on the roads are a serious hazard and maintenance burden. This poses a significant threat to road safety and vehicle longevity, especially on the diverse and under-maintained roads of India. In this paper, we present a complete…

Computer Vision and Pattern Recognition · Computer Science 2026-04-28 Rishi Raj Sahoo , Surbhi Saswati Mohanty , Subhankar Mishra

This study aims to improve transportation safety, especially traffic safety. Road damage anomalies such as potholes and cracks have emerged as a significant and recurring cause for accidents. To tackle this problem and improve road safety,…

Computer Vision and Pattern Recognition · Computer Science 2025-05-15 Ali Almakhluk , Uthman Baroudi , Yasser El-Alfy

Driving through pothole infested roads is a life hazard and economically costly. The experience is even worse for motorists using the pothole filled road for the first time. Pothole-filled road networks have been associated with severe…

Physics and Society · Physics 2023-01-02 Umar Yahya , Mwaka Lucky , Muhammed Mansoor , Nankabirwa Sharifah , Abdal Kasule , Kasagga Usama

This research paper presents a novel approach to pothole detection using Deep Learning and Image Processing techniques. The proposed system leverages the VGG16 model for feature extraction and utilizes a custom Siamese network with triplet…

Computer Vision and Pattern Recognition · Computer Science 2023-10-17 Guruprasad Parasnis , Anmol Chokshi , Vansh Jain , Kailas Devadkar

Road potholes pose significant safety hazards and maintenance challenges, particularly on India's diverse and under-maintained road networks. This paper presents iWatchRoadv2, a fully automated end-to-end platform for real-time pothole…

Computer Vision and Pattern Recognition · Computer Science 2025-10-21 Rishi Raj Sahoo , Surbhi Saswati Mohanty , Subhankar Mishra

Severe collisions can result from aggressive driving and poor road conditions, emphasizing the need for effective monitoring to ensure safety. Smartphones, with their array of built-in sensors, offer a practical and affordable solution for…

Road anomaly detection plays a crucial role in road maintenance and in enhancing the safety of both drivers and vehicles. Recent machine learning approaches for road anomaly detection have overcome the tedious and time-consuming process of…

Computer Vision and Pattern Recognition · Computer Science 2025-04-21 Uthman Baroudi , Alala BaHamid , Yasser Elalfy , Ziad Al Alami

Potholes cause vehicle damage and traffic accidents, creating serious safety and economic problems. Therefore, early and accurate detection of potholes is crucial. Existing detection methods are usually only based on 2D RGB images and…

Computer Vision and Pattern Recognition · Computer Science 2025-05-19 Mustafa Yurdakul , Şakir Tasdemir

Potholes are one of the most common forms of road damage, which can severely affect driving comfort, road safety and vehicle condition. Pothole detection is typically performed by either structural engineers or certified inspectors. This…

Computer Vision and Pattern Recognition · Computer Science 2021-01-01 Rui Fan , Umar Ozgunalp , Yuan Wang , Ming Liu , Ioannis Pitas

Advancement in transportation system has boosted speed of our lives. Meantime, road traffic accident is a major global health issue resulting huge loss of lives, properties and valuable time. It is considered as one of the reasons of…

Other Computer Science · Computer Science 2020-01-03 Supriya Sarker , Md. Sajedur Rahman , Mohammad Nazmus Sakib

Estimates of road grade/slope can add another dimension of information to existing 2D digital road maps. Integration of road grade information will widen the scope of digital map's applications, which is primarily used for navigation, by…

Signal Processing · Electrical Eng. & Systems 2020-06-09 Abhishek Gupta , Shaohan Hu , Weida Zhong , Adel Sadek , Lu Su , Chunming Qiao

Road crashes and related forms of accidents are a common cause of injury and death among the human population. According to 2015 data from the World Health Organization, road traffic injuries resulted in approximately 1.25 million deaths…

Computer Vision and Pattern Recognition · Computer Science 2018-11-06 Rateb Jabbar , Khalifa Al-Khalifa , Mohamed Kharbeche , Wael Alhajyaseen , Mohsen Jafari , Shan Jiang
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