Abstract
This paper presents an over-complete multiscale decomposition by combining the Laplacian pyramid and the complex directional filter bank (DFB). The filter bank is constructed in such a way that each complex directional filter is analytical using the dual-tree structure of real fan filters. Necessary and sufficient conditions in order for the resulting multirate filter bank to be shift-invariant in energy sense (shiftablity) are derived in terms of the magnitude and phase responses of these filters. Their connection to 2-D Hilbert transform relationship is established. The proposed transform possesses several desirable properties including multiresolution, arbitrarily high directional resolution, low redundant ratio, and efficient implementation.
| Original language | English |
|---|---|
| Pages (from-to) | 4651-4660 |
| Number of pages | 10 |
| Journal | IEEE Transactions on Signal Processing |
| Volume | 56 |
| Issue number | 10 I |
| DOIs | |
| Publication status | Published - 2008 |
| Externally published | Yes |
Keywords
- Complex wavelet
- Directional decomposition
- Directional filter bank (DFB)
- Dual-tree DWT
- Multiresolution representation
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