Number of nominations per film (wins in parentheses): 10 (4) - Eternal Sunshine of the Spotless Mind 8 (1) - The Life Aquatic with Steve Zissou 8 (1) - Bad Education 7 (1) - The Aviator 6 (0) - Hero 5 (2) - House of Flying Daggers 5 (1) - Sideways 5 (1) - Before Sunset 4 (0) - Harry Potter and the Prisoner of Azkaban 4 (1) - Spider-Man 2 3 (1) - I ♥ Huckabees 3 (1) - The Incredibles 3 (1) - Kill Bill: Vol. 2 1 (0) - Million Dollar Baby 2 (1) - Closer 2 (1) - Hellboy 2 (0) - Kinsey 2 (0) - The Motorcycle Diaries 1 (0) - Collateral 1 (0) - Garden State 1 (0) - Shrek 2 Nominees are listed in no particular order, winner appears in bold: Picture Eternal Sunshine of the Spotless Mind Before Sunset The Aviator Bad Education The Life Aquatic with Steve Zissou Director Michel Gondry - Eternal Sunshine of the Spotless Mind Martin Scorsese - The Aviator Pedro Almodovar - Bad Education Richard Linklater - Before Sunset Wes Anderson - The Life Aquatic with Steve Zissou Actor Jim Carrey (Eternal Sunshine of the Spotless Mind) Leonardo DiCaprio (The Aviator) Gael Garcia Bernal (Bad Education) Paul Giamatti (Sideways) Bill Murray (The Life Aquatic with Steve Zissou) Actress Kate Winslet (Eternal Sunshine of the Spotless Mind) Uma Thurman (Kill Bill: Vol. 2) Ziyi Zhang (House of Flying Daggers) Hilary Swank (Million Dollar Baby) Julie Delpy (Before Sunset) Supporting Actress Kirsten Dunst (Eternal Sunshine of the Spotless Mind) Virginia Madsen (Sideways) Cate Blanchett (The Aviator) Natalie Portman (Garden State) Laura Linney (Kinsey) Supporting Actor Rodrigo de la Serna (The Motorcycle Diaries) Thomas Haden Church (Sideways) Peter Saarsgard (Kinsey) Clive Owen (Closer) Mark Wahlberg (I ♥ Huckabees) Original Screenplay Eternal Sunshine of the Spotless Mind The Incredibles The Life Aquatic with Steve Zissou Bad Education The Aviator Adapted Screenplay Harry Potter and the Prisoner of Azkaban Before Sunset The Motorcycle Diaries Sideways Closer Cinematography House of Flying Daggers Bad Education Hero The Life Aquatic with Steve Zissou Collateral Editing Eternal Sunshine of the Spotless Mind Bad Education The Aviator The Life Aquatic with Steve Zissou Hero Art Direction The Life Aquatic with Steve Zissou Bad Education The Aviator Hero House of Flying Daggers Sound The Incredibles Kill Bill: Vol. 2 House of Flying Daggers Hero Spider-Man 2 Visual Effects Eternal Sunshine of the Spotless Mind Spider-Man 2 Harry Potter and the Prisoner of Azkaban Score Eternal Sunshine of the Spotless Mind Bad Education The Incredibles Sideways I &hearts Huckabees Original Song Accidentally in Love (Counting Crows) - Shrek 2 Knock Yourself Out (Jon Brion) - I ♥ Huckabees A Waltz For A Night (Delpy) - Before Sunset Costume Design House of Flying Daggers Harry Potter and the Prisoner of Azkaban Hero Spider-Man 2 The Life Aquatic with Steve Zissou Makeup Eternal Sunshine of the Spotless Mind Harry Potter and the Prisoner of Azkaban Hellboy Kill Bill: Vol. 2 Spider-Man 2