The "Fellowship of the Ring" shared the favorite motion picture award with co-nominee "Spiderman" and also won in the best dramatic motion picture category.
Mel Gibson was named favorite motion picture actor, while Julia Roberts won the favorite actress award, her ninth win in the category.
Jennifer Aniston also made a return engagement as favorite female television performer for her role as Rachel on "Friends," which also won in the favorite comedy series category.
Ray Romano took home the favorite male television performer prize, and "CSI: Crime Scene Investigation" dethroned longtime top vote-getter "ER" in the favorite television drama series.
Country singer Faith Hill and rap sensation Eminem were named as favorite musical performers.
The People's Choice Awards were presented at the Pasadena Civic Auditorium with Tony Danza hosting the live CBS broadcast. The awards cover 16 categories in film, television and drama.
A nationwide poll conducted by the Gallup Organization determined both the open-ended nominees and the winners.
Fans also could vote on the Internet in two categories, and named "Eight Simple Rules for Dating Your Teenage Daughter" the best new comedy series, and "CSI: Miami" the best new television drama.
The complete list of winners: