JOURNAL ARTICLE

DCT-Based Real-Valued Discrete Gabor Transform and Its Fast Algorithms

Abstract

The traditional DCT-based real-valued discrete Gabor transform (RGDT) was limited to the critical sampling case. The biorthogonality relationship between the analysis window and synthesis window for the transform was not unveiled. To overcome those drawbacks, this paper proposes a novel DCT-based real-valued discrete Gabor transform, which can be applied under both the critical sampling condition and the over-sampling condition, and the biorthogonality relationship between the analysis window and synthesis window for the novel transform can be derived. Because the proposed DCT-based RDGT only involves real operations and can utilize fast DCT algorithms for fast computation, it is easier in computation and implementation by hardware or software compared to the traditional complex-valued discrete Gabor transform.

Keywords:
Discrete cosine transform Gabor transform Window (computing) Computation Algorithm Computer science S transform Sampling (signal processing) Window function Artificial intelligence Image (mathematics) Computer vision Time–frequency analysis Discrete wavelet transform Wavelet transform

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Topics

Image and Signal Denoising Methods
Physical Sciences →  Computer Science →  Computer Vision and Pattern Recognition
Mathematical Analysis and Transform Methods
Physical Sciences →  Mathematics →  Applied Mathematics
Digital Filter Design and Implementation
Physical Sciences →  Computer Science →  Signal Processing

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