According to Jim: Season 4, Episode 26 - ProjectFreeTV
4 - 26: The Scrapbook
Jim actually remembers his and Cheryl's anniversary - but Cheryl didn't! Improvising, she gives him the photo album that covers years worth of memories. They start reminiscing.