No, Image resizer won't work with % for image dimensions, it can only work with pixel dimensions.
set the image to use the desktop dimensions, and the CSS in your media queries for the image tag to use the smaller dimensions you wish to use.
The image delivered to the iPhone or tablet will be the desktop image, but the size displayed on the screen should use the size speed in the media query.