Banks appeared in two other major motion pictures in 2002: she co-starred with Madonna, Jeanne Tripplehom and Bruce Greenwood in Guy Ritchie's Swept Away, the story of a group of socialites whose boating trip goes awry; she also appeared as Betty Brant (a role director Sam Raimi created for her) in the box office hit Spider-Man. The film about the iconic web-spinning hero starred Tobey Maguire, Willem Dafoe and Kirsten Dunst. Banks' additional feature credits include roles in John Singleton's Shaft, with Samuel L. Jackson, and Wet Hot American Summer, starring Janeane Garofalo and David Hyde Pierce. She has also appeared in several independent features, including The Trade and Ordinary Sinner, which won the Best Film Award at the 2002 Slamdunk Film Festival in Sundance.