Newer versions of WordPress (from WP 3.5+ ) removes the settings fields which can change default media upload path and URL but you can easily bring them back in your WordPress site by using a simple WordPress plugin.
Simply install and activate Upload Url and Path Enabler. After activation the plugin automatically enables fields of Store uploads Folder and Full URL path to files.
Remember: As long as your fields are not empty, you can disable this plugin.