To see them we would need to navigate our way through the creek, and we decided against it as there was so much water in the creek that it looked dangerous to do it. Also, it was a rather cold day and we only had hiking shoes with us...
The creek:
Even though we did not manage to get to the falls, it was still worth going there as the views from the parking lot near the trailhead were great:
