Click Places → Connect to Server....

From Service Type choose SSH.

Enter the server address in Server.

Enter Port and Folder if you need to, this is optional.

Enter Username.

If you want a bookmark, click the checkbox and enter a bookmark name.

Click Connect.

You will be prompted for a password.