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Coming in at No. 1: Adrienne Bailon's leather jacket

Here's how the guys voted:
Like it: 93%
Hate it: 7%

Here's what they had to say:

The good: "Always a classic and can give that outfit an edge." "I like women to have a bit of a tough look that says they can handle themselves." "It gives girls a sexy attitude."

The bad: "I like the concept, but it's rarely flattering." "I'm not into biker chicks or girls who look like they can beat me up."

The just plain weird: "If you're not Kate Austen from Lost, you probably can't get away with leather."