Apple says otherwise.
Charging Tips
The fastest way to charge your iPad is with the included 10W USB Power Adapter. iPad will also charge, although more slowly, when attached to a computer with a high-power USB port (many recent Mac computers) or with an iPhone Power Adapter. When attached to a computer via a standard USB port (most PCs or older Mac computers) iPad will charge, but only when it's in sleep mode. Make sure your computer is on while charging iPad via USB. If iPad is connected to a computer that’s turned off or is in sleep or standby mode, the iPad battery will continue to drain.
Taken from:
http://support.apple.com/kb/HT4060
Also what I meant was that apple devices are set up to only charge from non computer sources if they receive something like 2.2v across the data pins, which means non apple approved USB/AC chargers don't usually work. But that's when this:
http://www.techviva.com/iphone-usb-c...ter-28043.html comes in handy. They no longer sell them at Thinkgeek, but that's where I got mine.