Flickr: Remember to filter for "all creative commons"
Google Images: You have to change settings under "Usage rights" to "Labeled for reuse"
Flat Icon: Lots of free icons, many in color. You have to sign up for a free account. Some icons are paid - filter for "Selection" icons (those are the free ones)
The Noun Project: Creative Commons high-quality icons (free ones black & white)