Smaller piping usually gets more of a pop to it. Bigger has a lower crackle. Tips IMO play a part to. Bigger and longer tips add that deeper loud tone as it acts as a megaphone in a way.
Headers and any mid pipe stuff modifies tone as well, x and h pipes, catalytic converters etc.
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