1. You can hit the delete key when the photo is being displayed and it will be immediately deleted.  If you don't have access to the keyboard, a mini wireless keyboard is very handy.
  2. You can also make sure "Delete from Slideshow" is enabled in the Display Settings.  Selecting a photo will bring up the popup menu and you can select the delete button from there.