Circulant

2D Convolution as a Doubly Block Circulant Matrix Operating on a Vector

2D Convolution as a Doubly Block Circulant Matrix Operating on a Vector
  1. What is doubly block circulant matrix?
  2. What is 2D convolution operation?
  3. What is block circulant matrix in image processing?

What is doubly block circulant matrix?

An n2 × n2 matrix A is doubly block circulant if A is a circulant matrix of n × n blocks that are in turn circulant. For a matrix X, let vec(X) be the vector obtained by stacking the columns of X.

What is 2D convolution operation?

The 2D convolution is a fairly simple operation at heart: you start with a kernel, which is simply a small matrix of weights. This kernel “slides” over the 2D input data, performing an elementwise multiplication with the part of the input it is currently on, and then summing up the results into a single output pixel.

What is block circulant matrix in image processing?

An matrix whose rows are composed of cyclically shifted versions of a length- list . For example, the circulant matrix on the list is given by. (1) Circulant matrices are very useful in digital image processing, and the.

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