I have added this in functions, and used the Ajax rebuilder to build these images.
add_image_size( 'homepage-thumb', 400, 100, true );
An unwanted side-effect is that now if I go to edit an image, it displays the 400x100 image instead of the full size image for cropping. Thoughts?