BuddyPress.org

You could probably do something like the following to achieve it as well

function hanza3_add_default_avatar( $url ){
	return get_stylesheet_directory_uri() .'/images/imagename.jpg';
}
add_filter( 'bp_core_mysteryman_src', 'hanza3_add_default_avatar' );