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AFOSR PROGRAM REVIEW: INNOVATIVE SIGNAL PROCESSING FOR MILITARY DIGITAL COMMUNICATION DEPARTMENT OF MATHEMATICS AND STATISTICS UNIVERSITY OF VERMONT JUNE 6 – 8, 2002
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Applications of Finite Group Theory to Signal Processing by Richard Foote, Gagan Mirchandani and Dan Rockmore
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Finite groups acting on discrete signals
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Wreath products of cyclic groups
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The quadtree X(1,9) with 9 levels
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Group-based image processing
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Multiresolution analysis, filter banks and discrete wavelets
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Example
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Current research directions
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2. APPLICATIONS WITH WPC GROUPS 1.WPT – 4-channel PR FB 2.WPT extensions 3.WPT phase – implications 4.WPT applications
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1 1 1 -j -1 j 1 j -1 -j 1 -1 4 4 1 1 1 -j -1 j 1 j -1 -j 1 -1 4 4 4 4 4 4 X[n] X[n-3] 4-channel PR FB (complex) Orthogonal,linear phase Short delay Group invariant Shiftable Fast transform, integer arithmetic Phase available Not very regular Not translation invariant 2
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WPT Extensions - 2D WPT
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x 1 2 0 3 x x x WPT phase – a gradient estimate
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23 x x x 0 1 x 1 x 2 x 3 x 1-D DFT 1 2 0 3 V V V V 1 V x 0 ~ ~ ~ ~ ~
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-45 EdgesPhase angle H H -45 Relationship: Edge angle and WPT phase (V ) 1 ~
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Spectrum: Angle -45, BW 10 Reconstruction: Angle -45, BW 10 Reconstruction: Angle -80, BW 5 Steerable filtering* with group-based filters * work with Valerie Chickanosky
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Original V 1 |V | Cos ( ) 1 θ ~ ~ α α
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Reconstruction with global phase Reconstruction with local (WPT) phase
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1. Image segmentation 2. Texture classification 3. Motion estimation 4. Overlapped WPT Other applications of phase
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Acknowledgements Jun Ge Xuling Luo Valerie Chickanosky
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