A fast and high-quality depth estimation algorithm was proposed. Proposed algorithm accelerated depth estimation speed by 68-116 times faster than a Graph-Cuts algorithm. Estimated depth map quality is +0.3 to -1.0dB higher or lower than Graph-Cuts algorithm for super multi-view image synthesis. Depth estimation time is determined by the image size and number of depth layers, which is useful for implementation.