I recommend png.

For real quality you want a vector graphic (.svg) since they can be enlarged to whatever size and keep quality, but they're not straight off images.

100% agreed.
Same here. .gif if good if you're using animation, jpeg is good for quick, low quality (generally...) things for the ...