How to sync Contact Photo across iCloud, iPhone, and Computer

If I log into iCloud.com, my contact photo is different compared to the one that shows up in my Contact app on my iPhone and compared to the one that shows up under settings on my computer. How do I correct this?

[Re-Titled by Moderator]