Explore details about location Melrose Avenue. Melrose Avenue is a location situated within the Maple Shade Township alongside other areas such as Pine Road, Thomas Avenue, Seaside Avenue. Additionally, some smaller parts of Melrose Avenue include specific areas like North Maple Avenue, High Street, Indian Queen Lane adding to the diversity of its landscape.