the infra-red band should contain the most important information as it is sensitive towards vegetation chlorophyll. Use the spectrum view tool to see the difference between both surfaces over the different bands:
If you include all bands in the supervised classification and select representative training areas of both classes you should get sufficient results. An example is given here Rndom forest classification steps