Is there a way to browse photos by popularity?

Yes! We're glad you asked. You can browse popular photos by clicking the "Explore" tab in the brown menu bar. Photos make it into the Explore page based on clicks, likes and comments. You can browse these photos by day or month or even by interesting users.