This video made in May of 2006 shows a couple of kayakers taking on the Bruneau River. While I don’t know where they put into the river, it looks like the road into the canyon is rather rough.
If you cannot see the video above, try the following direct web address:
http://www.youtube.com/watch?v=_v2KStfPmhg