No, I think its mostly the amount of fat you have on your body compared to everything else, ie. muscle, bone, etc. You can be strong like Hercules but still be obese.

You fit into obesity by having a BMI of 34. Simple as that, but please do tell how you can throw me in that air for 20 feet.