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The deep branches of the perineal nerve can be seen to enter the urogenital diaphragm. These nerve branches have accompanying vessels.

Links and References:
Grant's: 3.61
Netter (1ed.): 359, 360 (2ed.): 355, 356
Rohen/Yokochi: 330, 331