Chestnut Hill Chestnut Hill: The Arts Thrive on Germantown Avenue May 10, 2016 Robert William Methlie Chestnut Hill, which is known as Philadelphia’s “Garden District,” is home to artists, an art supply store, art galleries, and the Woodmere Art Museum. The arts live and thrive in Chestnut Hill. Up and down