My Dad who was stationed in the Pacific and was in Hiroshima 6 weeks after the bomb once told me that if they had had to storm the Japanese beach heads we would have lost another 500,000 men.
Never mentioned by the no bombs crowd is how many sailors would have died from kamikaze attacks in ships assigned to the naval blockade which was part of their plan. Would have been several thousand before the first boot was planted on mainland Japan.