Slated to air on Australia's Channel 10, the series will be produced by Fremantle Media.
The Sydney Morning Herald broke the news Monday, naming America's Next Top Model host Sarah Murdoch as host.
Jason Derulo will join Rowland as a judge on the series comparable to the U.S. hit "So You Think You Can Dance."
Auditions are ongoing for the series, which welcomes Australian dancers of all ages and all styles.
This is Rowland's second job as a reality competition judge. She appeared as a judge/mentor on The X Factor(UK) last year.