1. A region-guided boundary refinement method for object segmentation in digital images comprising the steps of: a) Input initial object regions of interest; b) Perform directional boundary decomposition using the initial object regions of interest having a plurality of directional object boundaries output; c) Perform directional border search using the plurality of directional object boundaries having base border points output; d) Perform base border integration using the base border points having base borders output.