VITON-HD is a deep learning system that transfers a target clothing item onto a person image at high resolution (1024x768), addressing challenges of image synthesis at higher resolutions. The method uses a misalignment-aware normalization approach to handle artifacts in warped clothing regions and maintain texture sharpness. The architecture generates realistic try-on results where clothing is fitted to body parts and fused with the person image.