Save disk space by compressing them without loosing much detail. There are some jpg uncompressed 2-3MB that be much smaller without loosing a lot of detail. I need to do that automatically to a large amount of images.
I tend to use ImageOptim for reducing the disk space taken by images.
It can also handle large numbers of images easily as you just drag and drop them into the window.