Insert empty space between decoRule and figure

I wanted to insert a little space between the figure and the line of decoRule. Instead vspace{} is adding a space between the line and the caption. Does anyone know a why it does that?
Thanks.

EDIT:
Answer of leandris works in this minimum example, but fails once i implement the code in my thesis file (pic below).