Abstract:
This paper shows an innovative approach to road monitoring by integrating autonomous drones and sensor fusion within a computer vision-based system. By employing differen...Show MoreMetadata
Abstract:
This paper shows an innovative approach to road monitoring by integrating autonomous drones and sensor fusion within a computer vision-based system. By employing different sets of algorithms, drones equipped with cameras, GPS, and ultrasonic distance sensors can efficiently detect and geolocate road damages, providing crucial data for maintenance and infrastructure management. The system’s key components include automated planning, autonomous flight capabilities, object detection, and sensor fusion techniques, enhancing scalability and adaptability. The main objective is to use context information to compute a flying plan where the subsequent detection of defects allows us to expand and enhance GIS data. The implementation of such a system holds significant potential for improving road safety and optimizing maintenance costs, marking a notable advancement in the convergence of autonomous technologies, sensor fusion, and computer vision for effective road surveillance.
Date of Conference: 08-11 July 2024
Date Added to IEEE Xplore: 11 October 2024
ISBN Information:
Keywords assist with retrieval of results and provide a means to discovering other relevant content. Learn more.
- IEEE Keywords
- Roads ,
- Surveillance ,
- Geology ,
- Scalability ,
- Sensor fusion ,
- Road safety ,
- Planning ,
- Maintenance ,
- Drones ,
- Defect detection
- Index Terms
- Autonomous Drone ,
- Autonomous Sensors ,
- Computer Vision-based System ,
- Road Surveillance ,
- Computer Vision ,
- Object Detection ,
- Autonomous Vehicles ,
- Road Safety ,
- Geolocated ,
- Planning Algorithm ,
- Distance Sensor ,
- GPS Sensors ,
- Neural Network ,
- Deep Learning ,
- Convolutional Neural Network ,
- Centroid ,
- Bounding Box ,
- Local Coordinate ,
- Data Fusion ,
- Road Conditions ,
- Nearest Neighbor Algorithm ,
- Traveling Salesman Problem ,
- Global Coordinates ,
- Flight Control ,
- Ground-truth Bounding Box ,
- Predicted Bounding Box ,
- Flight Plan ,
- GIS Layers
- Author Keywords
Keywords assist with retrieval of results and provide a means to discovering other relevant content. Learn more.
- IEEE Keywords
- Roads ,
- Surveillance ,
- Geology ,
- Scalability ,
- Sensor fusion ,
- Road safety ,
- Planning ,
- Maintenance ,
- Drones ,
- Defect detection
- Index Terms
- Autonomous Drone ,
- Autonomous Sensors ,
- Computer Vision-based System ,
- Road Surveillance ,
- Computer Vision ,
- Object Detection ,
- Autonomous Vehicles ,
- Road Safety ,
- Geolocated ,
- Planning Algorithm ,
- Distance Sensor ,
- GPS Sensors ,
- Neural Network ,
- Deep Learning ,
- Convolutional Neural Network ,
- Centroid ,
- Bounding Box ,
- Local Coordinate ,
- Data Fusion ,
- Road Conditions ,
- Nearest Neighbor Algorithm ,
- Traveling Salesman Problem ,
- Global Coordinates ,
- Flight Control ,
- Ground-truth Bounding Box ,
- Predicted Bounding Box ,
- Flight Plan ,
- GIS Layers
- Author Keywords