Paper
1 July 1992 Aircraft identification based on the algebraic method
Yong-Qing Cheng, Yong-Ge Wu, Ren Jiang, Ke Liu, Jingyu Yang
Author Affiliations +
Abstract
This paper addresses the automatic interpretation of digital image of three-dimensional scenes, especially automatic recognition of three-dimensional aircraft types from digital images. First, an efficient coordinate transform from a series of two-dimensional aircraft posture silhouette images to invariant matrices is developed. The invariant matrix is independent of its translation, scaling, and rotation. Next, on the basis of the invariant matrix, an effective algebraic feature extraction method is proposed. The method is based on singular value decomposition (SVD) of the matrix. To compress the dimensionality of the singular value vector, an optimal discriminant transform for a small number of samples is introduced to transform an original feature space of singular value vector into a new feature space in which its dimensionality is very low. Finally, our method is used to recognize three-dimensional aircraft types Experimental results show that our algebraic method as a high recognition rate, and it is insensitive to translation, scaling, rotation, and noise.
© (1992) COPYRIGHT Society of Photo-Optical Instrumentation Engineers (SPIE). Downloading of the abstract is permitted for personal use only.
Yong-Qing Cheng, Yong-Ge Wu, Ren Jiang, Ke Liu, and Jingyu Yang "Aircraft identification based on the algebraic method", Proc. SPIE 1702, Hybrid Image and Signal Processing III, (1 July 1992); https://doi.org/10.1117/12.60573
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KEYWORDS
Matrices

Feature extraction

Signal processing

Image processing

3D image processing

Digital imaging

Image classification

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