Abstract: A method for implementing end-of-row (EOR) turns within a field includes accessing a location of a work boundary outlining a work area of the field within which an agricultural machine is configured to perform an agricultural operation, and generating a boundary-based EOR turn path for the agricultural machine between an end point of a first path extending across the work area and a start point of a second path extending across the work area, with the boundary-based EOR turn path being defined relative to the work boundary such that the agricultural machine is maintained spaced apart from the boundary by at least a minimum buffer distance as the machine is traversed between the end point of the first path and the start point of the second path. In addition, the method includes automatically executing an EOR turn along the boundary-based EOR turn path and/or displaying the boundary-based EOR turn path.