Here's how I'm doing it. None of the other suggestions worked for me and I stumbled across this. Double click on the picture that you want to delete and scroll to the bottom left corner for "Delete".
Yes, up until yesterday there was a "0 minute" time limit for editing or deleting photos. I changed that to actually infinite. Things should be easier now.