The bombers touched mid-air during a scheduled training exercise 35 kilometers (22 miles) from the shore in Russia's Far East, Russian news agencies reported citing the defense ministry.
Two pilots were later rescued during an operation involving several vessels of the country's Pacific Fleet as well as aircraft.
Neither of the jets carried munition.