A real-time based system for identifying road damage is needed to prevent such incidents. Our project proposal outlines how to create a real-time pothole detecting system to prevent similar mishaps in the future. Keywords:-Accident, Potholes, …

This paper focuses on the pothole detection task based on image processing algorithms and the data captured from ultrasonic sensor placed on the vehicle. The later steps were implemented through Bluetooth interface available in smartphones.

Sep 23, 2023 · In this paper, a pothole detection model is proposed using application of convolution neural network. The proposed model achieved the accuracy 98.81% and loss 0.0025 on using two convolutional layer and keras-size of 2.

Sudarshan Rode [2] proposed a pothole detection system which is divided into three subsystems. First is sensing subsystem which senses the potholes encountered by it, by using accelerometer or by camera which scans the road. Both are mounted on the car.

This paper presents a hybrid AI-driven pothole detection and early warning system, integrating computer vision, deep learning, IoT sensors, and edge computing. The proposed system achieves 96.5% accuracy with a response time of <200ms, demonstrating superior performance over existing methods.

based pothole detection system, empowered by Raspberry Pi, uses an integrated camera to capture live footage and extract pictures for precise pothole detection. Identified potholes are dynamically highlighted in real-time using bounding boxes, reminiscent of recognized object detection systems.

This proposed model is a pothole detection system based on machine learning and image processing using the YOLO Algorithm. This system will help to detect the potholes present on the road and give a warning to the driver.

Rashmi Deshpande et al., presented a model called Pothole Detection Using Ultrasonic Sensor & Arduino [1] which detects the potholes and alerts the driver about the pothole and humps on the road. This system can have sensors (ultrasonic sensor), which will detect the potholes & network connection is required. Survey will

The proposed system makes use of ultrasonic sensors and accelerometer for detection of potholes. The ultrasonic sensor is used to detect the depth of the potholes and the accelerometer detects the jerking of the vehicle.

Pothole monitoring system should be able to detect potholes while driving different vehicles on the basis of threshold settings and giving alert by vibrating.