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Yes, with any bit of moisture on the ground the tire will pick it up and throw it right onto your clothes. The front tire will throw water directly into your face while the rear tire will soak your butt and leave your back full of mud.
However fenders add a bit of extra weight and complexity to the bike so some riders do not use them.