Pothole Detection and Prevention using YOLOv5 in ITS (Intelligent Transportation System)

نویسندگان

چکیده

Potholes on roads can cause serious damage to vehicles and accidents, so it is essential detect them quickly accurately. Determining appropriate strategies for ITS (Intelligent Transportation System) service critical. In this study, the proposed solution employs YOLOv5 perform real-time detection of potholes in images videos. The dataset annotated videos containing potholes, were used train fine-tune algorithm. approach exhibits exceptional accuracy detecting highlighting its capacity boost road maintenance efforts while reducing occurrence accidents related potholes.

برای دانلود باید عضویت طلایی داشته باشید

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

Intelligent Pothole Detection and Road Condition Assessment

Poor road conditions are a public nuisance, causing passenger discomfort, damage to vehicles, and accidents. In the U.S., road-related conditions are a factor in 22,000 of the 42,000 traffic fatalities each year. Although we often complain about bad roads, we have no way to detect or report them at scale. To address this issue, we developed a system to detect potholes and assess road conditions...

متن کامل

A Pothole Detection System

Here we propose design of ‘Pothole detection System’ which assists the driver in avoiding pot-holes on the roads, by giving him prior warnings. Warnings can be like buzzer if the driver is approaching a pothole, or driver may be warned in advanced regarding what road has how many potholes. This system is divided into three subsystems. First is sensing subsystem which senses the potholes encount...

متن کامل

Improved Hybrid Intelligent Intrusion Detection/Prevention System using AI technique

Intrusion Detection Systems are increasingly a key part of systems defense. Various approaches to Intrusion Detection are currently being used, but they are relatively ineffective. Artificial Intelligence plays a driving role in security services. This paper proposes a dynamic model Intelligent Intrusion Detection System, based on specific AI approach for intrusion detection. The techniques tha...

متن کامل

Pothole Detection System Using a Black-box Camera

Aging roads and poor road-maintenance systems result a large number of potholes, whose numbers increase over time. Potholes jeopardize road safety and transportation efficiency. Moreover, they are often a contributing factor to car accidents. To address the problems associated with potholes, the locations and size of potholes must be determined quickly. Sophisticated road-maintenance strategies...

متن کامل

Intelligent Transportation System (ITS) for Smart-Cities using Mamdani Fuzzy Inference System

It is estimated that more than half of the world population lives in cities according to (UN forecasts, 2014), so cities are vital. Cities, as we all know facing with complex challenges – for smart cities the outdated traditional planning of transportation, environmental contamination, finance management and security observations are not adequate. The developing framework for smart-city require...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

ژورنال

عنوان ژورنال: Journal of Innovative Image Processing

سال: 2023

ISSN: ['2582-4252']

DOI: https://doi.org/10.36548/jiip.2023.2.002