Methods and systems are disclosed for performing operations for applying augmented reality elements to a fashion item. The operations include receiving an image that includes a depiction of a person wearing a fashion item. The operations include generating a segmentation of the fashion item worn by the person depicted in the image. The operations include extracting a portion of the image corresponding to the segmentation of the fashion item; estimating an angle of each pixel in the portion of the image relative to a camera used to capture the image. The operations include applying one or more augmented reality elements to the fashion item in the image based on the estimated angle of each pixel in the portion of the image relative to the camera used to capture the image.