Journal ArticleDOI
Multirate and DFT Based Fast Parallel Algorithm for 2-D Inverse Discrete Gabor Transform
Juan Juan Gu,Liang Tao +1 more
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TLDR
The proposed parallel algorithm is attractive for real time image processing and can apply the 2-D fast inverse discrete Fourier transform (IFFT) algorithm to reduce the computational load.Abstract:
Multirate and DFT based fast parallel algorithm for the 2-D inverse discrete Gabor transform (IDGT) is presented. A 2-D synthesis filterbank is designed for the 2-D IDGT. The parallel channels in the filterbank have a unified structure and can apply the 2-D fast inverse discrete Fourier transform (IFFT) algorithm to reduce the computational load. The computational complexity of each parallel channel is very low and is independent of the oversampling rate. Thus, the proposed parallel algorithm is attractive for real time image processing.read more
References
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Journal ArticleDOI
Complete discrete 2-D Gabor transforms by neural networks for image analysis and compression
TL;DR: A three-layered neural network based on interlaminar interactions involving two layers with fixed weights and one layer with adjustable weights finds coefficients for complete conjoint 2-D Gabor transforms without restrictive conditions for image analysis, segmentation, and compression.
Journal ArticleDOI
An efficient algorithm to compute the complete set of discrete Gabor coefficients
TL;DR: The discrete Gabor (1946) transform algorithm is introduced that provides an efficient method of calculating the complete set of discreteGabor coefficients of a finite-duration discrete signal from finite summations and to reconstruct the original signal exactly from the computed expansion coefficients.
Journal ArticleDOI
Filterbank and DFT Based Fast Parallel Discrete Gabor Transform for Image Representation
Juan Juan Gu,Liang Tao +1 more
TL;DR: A fast parallel algorithm for the 2-D discrete Gabor transform (DGT) is presented based on2-D filterbank, which has a unified structure and can apply the 1-D inverse fast discrete Fourier transform algorithm to reduce the computational load.
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