The only way is to connect with YouTube Support and fill a long-form. You will need to give the URL of each video along with few more details to get it back. The process may take time, and you should act fast, so it is not deleted from the server permanently. Usually, when you delete a video, it is sent for processing, and there is a small gap between them.