A high performance 3-D parallel filtering algorithm using the vector radix fast Hartley transform

We present an efficient method for 3-D parallel digital filtering using a new parallel filtering algorithm based on the 3-D vector radix fast Hartley transform (3-D VRFHT). This method is suitable for high resolution/high speed image/video processing. The 3-D parallel algorithm is highly parallel and efficient as it overcomes the overhead and performance limitations of the block filtering method by eliminating the overlapping segments and boundary conditions in parallel filtering applications. It also lifts the restrictions on the input size for high performance in the block-filtering algorithm, as both the 3-D input data and impulse response of the system are segmented into smaller subsections. These subsections are independent and can be simultaneously processed. The algorithm's structure and mathematical derivation are given and the performance of the algorithm is tested and presented using a parallel processing system with 4-DSP processors.

[1]  Azriel Rosenfeld,et al.  Noise reduction in three-dimensional digital images , 1984, Pattern Recognit..

[2]  R. Bracewell Two-dimensional imaging , 1994 .

[3]  Erol Gelenbe,et al.  Multiprocessor Performance , 1990, SIGMETRICS Perform. Evaluation Rev..

[4]  M. Aziz,et al.  A hybrid parallel algorithm for digital image filtering applications , 2000, ICECS 2000. 7th IEEE International Conference on Electronics, Circuits and Systems (Cat. No.00EX445).

[5]  Jahangir Ahmad Satti Parallel beam mapping algorithm to compute radiation dose in three dimensional treatment planning , 1996, Proceedings Ninth IEEE Symposium on Computer-Based Medical Systems.

[6]  Dan I. Moldovan,et al.  Parallel processing - from applications to systems , 1993 .

[7]  M.L.C. Hamilton The application of multiprocessor DSP to machine vision , 1995 .

[8]  Danny Crookes,et al.  Parallel architectures for image processing , 1998 .

[9]  Said Boussakta,et al.  Radix-2 × 2 × 2 algorithm for the 3-D discrete Hartley transform , 2001, IEEE Trans. Signal Process..