Module 4.1 : Image Transformations

Properties of Unitary transforms :

1) Energy conservation :

In the unitary transformation, = ,

=

Proof

= = = .

This implies, unitary transformation preserves signal energy or equivalently the length of vector in dimensional vector space. That is , every unitary transformation is simply a rotation of in dimensional vector space. Alternatively , a unitary transform is a rotation of basis coordinates and components of are projections of on the new basis. Similarly , for 2D unitary transformations, it can be proved that

=

Example: Consider the vector = and =

This transformation = can be written as = ; = where , new basis vectors,denote the columns of and , are projections of in the new coordinate system.

= = =