Academic Editor
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Ziling Wang
Chinese Society of Aeronautics and Astronautics, China
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Free Access | Research Article | 23 September 2024
Convolutional Neural Network for Ellipse Extended Target Tracking
Chinese Journal of Information Fusion | Volume 1, Issue 2: 93-108, 2024 | DOI:10.62762/CJIF.2024.160538
Abstract
In the field of extended target tracking, constrained by the sparse measurement set from radar, the target contour is commonly estimated as an elliptical shape. This paper uses convolutional neural networks to estimate the size and orientation information of extended targets. First, by establishing a systematic model for elliptical extended targets and modeling its measurement information, data normalization, and length equalization operations were conducted to provide reliable measurement data for subsequent neural network processing. Subsequently, through the construction of a convolutional neural network model, accurate estimation of the contour parameters of elliptical extended targets w... More >

Graphical Abstract
Convolutional Neural Network for Ellipse Extended Target Tracking