This paper presents an approach for document rectification using a quasi-isometric mapping derived from a novel model that represents a deformed document surface. The model is composed of rectangle fragments of the developed document plane. This was realized by introducing gap relaxation which permits unconnected fragments. Our experiments show that our rectification approach can be applied to different types of document deformation.