“A breakthrough has been made in the difficulty of extracting mountain roads in Asia. Relevant experts have constructed the first high-resolution remote sensing image mountain road dataset (AsiaMountain Road) covering typical mountainous areas in multiple Asian countries, and proposed a multi-resolution adaptive dual aggregation network (MR AFDANet), providing strong support for the research and application of automatic mountain road extraction algorithms.”