A detail-enhancement and super-resolution algorithm based on detail synthesis is proposed. It combines local self-similarity search and singular value decomposition of patches together. The high-frequency block is reconstructed using effective singular values. It improved the facet or line phenomenon on edges and areas that have rich texture. The method is also applicable to other super-resolution algorithm in detail enhancement.