To be perfectly clear,... a backfire goes through the carb...
Technically,.. these booms that we get, are afterfires... they go out the exhaust...
... but nobody knows what yer' talkin' about when you say "afterfires" so we say backfires...

...
Anyway,... pops, and blats, and wooble-wobble sounds on decel, are just a big thumper's way of announcing itself...
The gunshot "kerpow" sound is a problem, and should be dealt with...
It can come from being too lean, or too rich, or having too open a pipe...
... or a leaky or loose pipe or muffler...