How TryOnDiffusion Innovates on Existing Virtual Try-On Frameworks

This section reviews the landscape of image-based virtual try-on methods, highlighting key advancements and challenges. Traditional methods typically involve two stages: warping and blending. While techniques like VITON and TryOnGAN have made significant strides, they often struggle with garment detail preservation and alignment. The proposed Parallel-UNet architecture in TryOnDiffusion addresses these issues by enabling implicit warping and blending in a single network pass, enhancing the overall garment visualization experience.