Real-time UAV-based vehicle counting method based on deep learning

• Main Author: Dang, Zichen
• Other Authors: Yap Kim Hui
• Format: Thesis-Master by Coursework
• Language: English
• Published: Nanyang Technological University 2024
• Subjects: Computer and Information Science; Object counting; FasterNet; Attention module; YOLOv7; DeepSORT; UAV
• Online Access: https://hdl.handle.net/10356/180873
• Institution: Nanyang Technological University

Vision-based vehicle counting is essential in the traffic field. By utilizing intersection surveillance cameras, Unmanned Aerial Vehicles (UAVs), or existing filming devices, vision-based vehicle detection and counting can provide reliable traffic flow information to traffic control systems. Among t...