Bild reports that Dortmund coach Juergen Klopp is keen to bring in the 32-year-old in the summer.
Klose could join Dortmund on a free transfer as his current contract with Bayern is set to expire at the end of the season.
Klose is reportedly keen to leave Bayern Munich after failing to get regular first-team action this season.