Autumn Leaves may refer to:

In music:

• "Autumn Leaves" (song), a popular song of the 1940s
• Autumn Leaves (band), a Danish death metal band
• Autumn Leaves, an album by Don Byas
• "Autumn Leaves", a song by Ved Buens Ende from their album Written in Waters
• "The Autumn Leaves", a song by ATB from his album No Silence

In other uses:

• Autumn Leaves (film), a 1956 film directed by Robert Aldrich
• Autumn Leaves (painting), an 1856 painting by John Everett Millais
• Autumn Leaves (Ram Nath Kak book), an autobiography by Ram Nath Kak
• "Autumn Leaves", an episode of the British animated television series The Wombles
• "Autumn Leaves", an episode of the American animated television series Rugrats
• Autumn Leaves, a dance piece by choreographer Alexander Baervoets
• Autunaj folioj (English: Autumn leaves), a posthumous poetry collection by Julio Baghy