Yes, according to the National Oceanic & Atmospheric Administration (dept. of US Commerce), there is 20 million tons of unclaimed gold in the oceans worth hundreds of trillions of dollars.
Recovering it will not be easy. But it can be done.
NOAA info
http://oceanservice.noaa.gov/facts/gold.html
