Structure of the Discrete Wavelet Transform (DWT)
If we perform an N-1 recursion of the decomposition of the scheme in the previous page (which corresponds to the left part of the diagram; the right part, where we recover a signal, is called the reconstruction), then we will have to store
- One signal which is the output of the signal through the successive low pass filters (with subsampling in these settings)
- N signals which correspond to the details obtained at each level of the recursion
Cells
We shall use the following:
cell(N,1) creates a vector like cell array of empty matrices. Referencing the i-th element of a such a cell array name cellname is done by using curly braces, i.e. cellname{i}.
Now let us proceed with the structure of our Wavelet Transform, which we shall name WT.
At the highest level, it will be a structure with two fields:
- WT.LoRes which contains the (structured) low resolution representation of the signal at the current scale depth
- WT.Details which is a vector cell array as described above, with WT.Details{i} containing the (structured) detail at scale i