Help me understand Photo Optimizing?

So it would appear I’ve used all the storage on my iPhone. If I do click “optimize photos” in my settings, am I right in saying that it’ll delete all of my on my phone, store them in a cloud, and only leave thumbnails? If I click on a thumbnail it’ll load the image from the cloud?

What if I’m offline? Can I not load my photos?