Teledysk do piosenki pokazuje Carey i Westlife podczas nagrywania utworu i zwiedzania wyspy Capri statkiem.
Spis utworów UK CD1 „Against All Odds (Take a Look at Me Now)” (Mariah Carey Featuring Westlife) – 3:21 „Against All Odds (Take a Look at Me Now)” (Pound Boys Main Mix) – 9:09 „Against All Odds (Take a Look at Me Now)” (Mariah Only Version) – 3:21 „Westlife Interview” – 4:00
UK CD2 „Against All Odds (Take a Look at Me Now)” (Mariah Carey Featuring Westlife) – 3:21 „Against All Odds (Take a Look at Me Now)” (Westlife Only Version) – 3:21 „Against All Odds (Take a Look at Me Now)” (Pound Boys Dub) – 6:48 „Against All Odds (Take a Look at Me Now)” (Video) – 3:21
UK Cassette „Against All Odds (Take a Look at Me Now)” (Mariah Carey Featuring Westlife) – 3:21 „Against All Odds (Take a Look at Me Now)” (Pound Boys Radio Edit) – 3:48
Australian Single „Against All Odds (Take a Look at Me Now)” (Mariah Carey Featuring Westlife) – 3:21 „Against All Odds (Take a Look at Me Now)” (Pound Boys Main Mix) – 9:09 „Against All Odds (Take a Look at Me Now)” (Mariah Only Version) – 3:39