Yes, if the woman was already attracted to the man she'd be pleased at a pickup line although this might depend on how corny it was. The trouble with pickup lines is that they are not personalised. It suggests the guy is using this to get any girl that will fall for it. The best approach is always for the girl to feel specially chosen.
Otherwise, why bother? Try your pickup lines on a sister, or other female relative to see whether they advise you that the line sounds sleazy or even a right turn-off. Always best to choose your own words that those that have been said so many times before by so many others.