I can successfully produce the images when output is HTML, but errors out when attempting pdf output.
input file text for image,
![](images\icon.png "test")
Error produced,
pandoc: Error producing PDF from TeX source. ! Undefined control sequence. images\icon
l.535 \includegraphics{images\icon.png}