The past few months have been difficult for India with the team failing to win a single international game Down Under. They were beaten 0-2 by Australia in the four-match Test series and could not make it to the finals of the ODI tri-series also involving England.
But Clarke sounded optimistic about the possibility of a comeback by India, the team having accustomed to the bouncy pitches in Australia.
He added: "I think he's done a fantastic job. He's a wonderful player and he's a match-winner."
Clarke said India under Dhoni has lifted them for the big occasions and boasts match-winners such as Virat Kohli, Rohit Sharma and Ajinkya Rahane.
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"They're a wonderful team. He's a fantastic leader. They'll see this as a brand new tournament. I think they'll see it as a fresh start," Clarke said.
Clarke picked India as one of the toughest teams to beat.