We investigate two generalized convexity notations, which contain arcwise connectedness, convexity with respect to a differential equation, and geodesic convexity. The properties and use of these in optimization theory are examined. The corresponding directional derivative notation is introduced and first order optimality condition is derived. Lastly some applications are shown.