Development of an object recognition system for UAV localization

This Final Year Project aims to perform UAV localization with a Jetson Nano and fisheye camera using YOLOv8s. To overcome the negative effects of a fisheye camera lens, mathematical methods are used to remove the fisheye effect while keeping its superior field of view, and the results are compared t...

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Bibliographic Details
Main Author: Tan, David JianDing
Other Authors: Chau Yuen
Format: Final Year Project
Language:English
Published: Nanyang Technological University 2024
Subjects:
Online Access:https://hdl.handle.net/10356/181706
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Institution: Nanyang Technological University
Language: English
Description
Summary:This Final Year Project aims to perform UAV localization with a Jetson Nano and fisheye camera using YOLOv8s. To overcome the negative effects of a fisheye camera lens, mathematical methods are used to remove the fisheye effect while keeping its superior field of view, and the results are compared to determine its usefulness. The output is then processed using OpenCV to determine its location from other objects to perform the goal of preventing collisions.