Can you recover deleted photos from the recently deleted section in your album?
Solution 1:
If you have a backup you had made before deleting those photos, you can restore from it and you would have all your photos. Restoring photos from the 'Recently deleted' section, however, is impossible as of now.
You can find more information about restoring from an iTunes or iCloud backup here.