The components/com_virtuemart/shop_image/product folder is taking up so much space. Then I realised that virtuemart always creates 2 thumbnails: one in product folder, and one in resized folder.
Here's a link on how to fix this problem:
http://forum.virtuemart.net/index.php?topic=51644.0
