You can’t keep photos in an album if they’ve been deleted. However, you can hide them so they will not be displayed in the Recent, My Photo Stream, and some other albums. You can see hidden photos in the album called Hidden. To hide photos, do the following:
Open the photo you want to hide.
Tap the Share icon at the bottom of your iPhone screen.
Select Hide.
Confirm by tapping Hide Photo.