Title :
An Exact Algorithm for Optimal MAE Stack Filter Design
Author :
Dellamonica, Domingos, Jr. ; Silva, Paulo J S ; Humes, Carlos, Jr. ; Hirata, Nina S T ; Barrera, Junior
Author_Institution :
Comput. Sci. Dept., Sao Paulo Univ.
Abstract :
We propose a new algorithm for optimal MAE stack filter design. It is based on three main ingredients. First, we show that the dual of the integer programming formulation of the filter design problem is a minimum cost network flow problem. Next, we present a decomposition principle that can be used to break this dual problem into smaller subproblems. Finally, we propose a specialization of the network Simplex algorithm based on column generation to solve these smaller subproblems. Using our method, we were able to efficiently solve instances of the filter problem with window size up to 25 pixels. To the best of our knowledge, this is the largest dimension for which this problem was ever solved exactly
Keywords :
image processing; integer programming; stack filters; column generation; decomposition principle; integer programming formulation; network Simplex algorithm; optimal MAE stack filter design; Algorithm design and analysis; Boolean functions; Computer science; Costs; Helium; Lattices; Linear programming; Mathematics; Nonlinear filters; Stacking; Boolean lattice; column generation; filter design; network flows; positive Boolean function; stack filter; Algorithms; Image Enhancement; Image Interpretation, Computer-Assisted; Information Storage and Retrieval; Numerical Analysis, Computer-Assisted; Signal Processing, Computer-Assisted;
Journal_Title :
Image Processing, IEEE Transactions on
DOI :
10.1109/TIP.2006.888358