Just my $.02 -

.bmp cannot be compressed.
.tiff is the best technically, but those can get enormous, and you have to be careful about compression sometimes.

I usually stick with .png because it has the right balance of excellent fidelity, smaller size, and the ability to do lossless compression on the files.