I don't know about mice, but we tried saving some baby squirrels when I was a kid. They had to be fed with an eye dropper every 2 hours around the clock.
Even though we did that they all still died.
If their eyes aren't open you probably aren't going to be able to save them. Talk to you small animal vet, he might have some ideas.