How download images from ftp
Because the image actually does not below at /image.jpg. You need to investigate where you are storing your files at admin/config/media/file-system. And from there you might find where is your files locate.

The default file path is going to be /sites/default/files so it might be ftp://account:123@xx.xxx.xxx.xxx/sites/default/filesimage.jpg.