Title :
Fast Parallel Approach for 2-D DHT-Based Real-Valued Discrete Gabor Transform
Author :
Tao, Liang ; Kwan, Hon Keung
Author_Institution :
MOE Key Lab. of Intell. Comput. & Signal Process., Anhui Univ., Hefei, China
Abstract :
Two-dimensional fast Gabor transform algorithms are useful for real-time applications due to the high computational complexity of the traditional 2-D complex-valued discrete Gabor transform (CDGT). This paper presents two block time-recursive algorithms for 2-D DHT-based real-valued discrete Gabor transform (RDGT) and its inverse transform and develops a fast parallel approach for the implementation of the two algorithms. The computational complexity of the proposed parallel approach is analyzed and compared with that of the existing 2-D CDGT algorithms. The results indicate that the proposed parallel approach is attractive for real time image processing.
Keywords :
Gabor filters; computational complexity; discrete transforms; image reconstruction; 2D DHT-based real-valued discrete Gabor transform; CDGT; RDGT; block time-recursive algorithm; computational complexity; image processing; image reconstruction; inverse transform; parallel approach; Complex-valued discrete Gabor transform (CDGT); discrete Hartley transform (DHT); parallel lattice structure; real-valued discrete Gabor transform (RDGT); time-recursive algorithm;
Journal_Title :
Image Processing, IEEE Transactions on
DOI :
10.1109/TIP.2009.2028923