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What is unitary transform?
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written 6.2 years ago by | • modified 6.2 years ago |
In mathematics, a unitary transformation is a transformation that preserves the inner product: the inner product of two vectors before the transformation is equal to their inner product after the transformation.
In image processing, to check a matrix is an of unitary or not, we check the following condition is true or not.
$$W× W*^T = I$$
Where,
W = DFT matrix
W*T = Complex-conjugate transpose of DFT matrix
I = Identity Matrix
The above matrix is not normalized so we compensate and multiple the matrix with 1/N, where N = 4 So, we get
This is called as unitary transformation in Image processing.