If you have iCloud photo library enabled, photos aren't included in backups and will be copied back from iCloud after you have restored the backup - see here: https://www.apple.com/uk/support/iphone/backup/
Whenever I get a new iPhone, I backup everything to my PC via iTunes, and when I restore/sync the new phone all of my content including photos are there.