Definitions of velvet-leaf:

noun: tall annual herb or subshrub of tropical Asia having velvety leaves and yellow flowers and yielding a strong fiber; naturalized in southeastern Europe and United States
noun: arborescent perennial shrub having palmately lobed furry leaves and showy red-purple flowers; southwestern United States