First of all you will need a picture that will become your Favicon. For this please use a square image with the dimension less than 100KB. Is very important to be a square image, otherwise Blogger wouldn’t accept it.
As a recommendation you can use PNG files which may have transparent areas, etc., but it depends of what you want.