Single-View Dressed Human Modeling via Morphable Template

We introduce a morphable template for dressed human modeling, called Morphable Dressed Human (MDH) template. The template is obtained by learning basic functions from two common types of clothes (long shirts and trousers) and defining a deform-combine manipulation. Our MDH template is parametric, spans variation in both clothes and body/pose, and can generate various dressed human shapes. The template can be morphed to perform dressed human modeling from just a single image through shape fitting and deformation/texture transfer. We demonstrate the effectiveness of our MDH template in single-view dressed human estimation and garment transfer.