You can also take a 1" putty knife and slide it under the head of the pin so you can raise it up to a point where you can grab it with pliers or your fingers and pull it out. I modified one (as suggested by another member) by cutting a "V" notch in the end which makes it even handier.
Some members have reported that tack pullers, such as used for re-upholstering furniture work well.