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High-level cache modeling for 2-D discrete wavelet transform implementations
Andreopoulos Y., Schelkens P., Lafruit G., Masselos K., Cornelis J. Journal of VLSI Signal Processing Systems34 (3):209-226,2003.Type:Article
Date Reviewed: Mar 29 2004

The data-cache performance of various discrete wavelet transform (DWT) production approaches on instruction-set platforms is analyzed in this paper. The authors do not address the arithmetic or instruction-related complexity of these applications.

In the first part, the authors propose single-processor software designs for all the transform-production methods. Based on this approach, analytical equations are proposed that allow for the prediction of the expected number of data-cache misses in a generic memory hierarchy. The validity of the proposed equations is bounded by a set of constraints for the cache characteristics.

Although theoretical analysis does not seek to predict precisely the number of misses in a specified cache architecture, in order to verify the theoretical framework and compare the proposed software designs, results are presented from simulations, and from implementation on a real platform. It is shown that data-related cache penalties are expected to dominate the execution of the two-dimensional multilevel DWT in typical programmable platforms, since they are more frequent by far than the instruction-related cache penalties.

The paper also presents a theoretical framework for the analytical estimation of the data-related misses, which can be used for high-level parametrical estimation of DWT implementation efficiency in a variety of cache architectures.

Reviewer:  Haydar Akca Review #: CR129336 (0409-1088)
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  Editor Recommended
 
 
Wavelets And Fractals (G.1.2 ... )
 
 
Cache Memories (B.3.2 ... )
 
 
Computation Of Transforms (F.2.1 ... )
 
 
Singular Value Decomposition (G.1.3 ... )
 
 
Design Styles (B.3.2 )
 
 
Numerical Algorithms And Problems (F.2.1 )
 
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