Browsing by Subject B-spline basis function

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  • Authors: Ye, Zhijing;  Advisor: -;  Participants: Chen, Jiaqing; Li, Hong; Wei, Yantao; Xiao, Guangrun; Benediktsson, Jón Atli (2019)

  • This article proposes a functional data discriminant analysis (FDDA) method for hyperspectral image (HSI) classification. This method analyzes and processes the HSI data from a functional point of view, which is a novel perspective in HSI processing. The classical methods achieve dimensionality reduction by directly eliminating the redundancy of the HSI data. However, the proposed method extracts the functional features by utilizing the redundancy of the HSI data. Functional features can effectively reveal inherent characteristics of the HSI data with the change in the wavelengths. Based on this, a regularized weighted fitting model is first built for converting a spectral vector into...