The pictures are not on the blockchain.
They are on various hosting servers.
All that is on the blockchain is the reference to them.
SteemIMG.com is one of the more popular hosting sites. It keeps 3 versions of each pictures. An icon, a medium size, and a full size.
If you can ask for the correct size, and save them server bandwidth, that would be great.