Sizing images in Twitter Bootstrap

I’m using Twitter Bootstrap and putting images into a portfolio page. Do I need to size the images first according to the width of the span first? Or do I make every image a large size and then it gets automatically resized according the the span? Thanks!

I don’t use Bootstrap, but it’s best to find out how small your images can afford to be, as it’s better not to force users to download more than is necessary.