You can work with mixed resolutions in Composite. If a tool receives multiple inputs which have different image aspect ratios and bit depths, Composite changes the image aspect ratio and bit depth of all inputs to that of the primary input for the tool. When the original image aspect ratio/bit depth of an input does not match that of the primary input of a multiple input tool, the input tab on the tool node turns red to indicate the difference.
