 " In Your Eyes " was released as the second single of the album on 18 February 2002 . It received generally positive reviews from music critics and was praised for its house influences . It became the second consecutive single from the album to peak atop the Australian Singles Chart . The song was also commercially successful internationally and peaked in the top ten of charts in countries like Italy , Finland , Switzerland , and the United Kingdom . It was certified gold in Australia for sales of 35 @,@ 000 units , and silver in the United Kingdom for sales of 200 @,@ 000 units . An accompanying music video for the song was again directed by Shadforth , and features Minogue performing a dance routine and striking various poses in a colourful neon @-@ lighted room . 
