학술논문
An Image Location System Based on SIFT Algorithm to Alternative to GPS
Document Type
Conference
Author
Source
2023 IEEE 32nd International Symposium on Industrial Electronics (ISIE) Industrial Electronics (ISIE), 2023 IEEE 32nd International Symposium on. :1-4 Jun, 2023
Subject
Language
ISSN
2163-5145
Abstract
Global Positioning System (GPS) is becoming necessary in today's life. However, if GPS signals are interfered, blocked or missing, the situations will result in significant impacts in navigation causing unforeseen consequences. This paper proposes an image-based GPS-less positioning system which is realized on the basis of the SIFT algorithm, FLANN matcher and YOLO neural network model. The system compares the scene features with feature images from the pre-established feature image database and obtains the corresponding GPS coordinates from the image with the highest matching degree. It fuses GPS coordinates from image recognition and inertial measurement unit (IMU) data through Kalman filter. Preliminarily experimental results are presented.