I put two questions from the same question, please have a nice complete code.

$512$x$512$

$$Lenna test image in $($wikimedia$).$

Implement Multiresolution Pyramid algorithm for given any $2-$D B$/$W images. Algorithm

schema is shown below.

signals to be encoded