The church used in the proposal scene is the same church used in Buster Keaton's 1925 movie "Seven Chances."
The statue used in the scene where Luckless hides from the Masked Bandits is the same statue used in Buster Keaton's 1920 short "The Scarecrow" located in MacArthur Park, Los Angeles, CA.
The statue used in the scene where Luckless hides from the Masked Bandits is the same statue used in Buster Keaton's 1921 short "Hard Luck" located in MacArthur Park, Los Angeles, CA.
At the end of the movie, Luckless mouths "Damfino" to The Girl. This is a homage to Buster Keaton's 1921 movie "The Boat" where he mouths it to actress Sybil Seely.
The scene where Luckless finds the flyer of The Girl was shot on the location of the original Buster Keaton studios.