Abstract: A garment marketplace maintains a population of stored garments, and each of those garments is associated with a display image and a characteristic vector representing characteristics of the garment. The garment marketplace receives an intake garment and obtains a classification image of the intake garment. A garment identification system determines whether the intake garment is the same as one of the stored garments. To do so, the garment identification system applies a garment identification model to the classification image. The model generates a characteristic vector representing the intake garment. If the characteristic vector for the intake vector is the same as a characteristic vector for a stored garment, the garment identification system determines the intake garment is the same as the stored garment.

Abstract: A camera system including imaging optics, a system controller, a retroreflective surface, and an illumination source allows for capturing high quality images that allow for similar white balance between subsequent images. The camera system includes a camera body coupled to the illumination source such that the illumination source emits light towards the retroreflective surface. An object, is mounted to the retroreflective surface such that at least part of the retroreflective surface is obscured by the garment. Consequently, the light emitted from the illumination source is reflected by both the retroreflective surface and the object towards the camera body. The camera body contains imaging optics which capture an image from the reflected light. Thus, the camera system captures images of the object and retroreflective surface. The camera system similarly white balances any number of images including any number of objects.

Abstract: A camera system including imaging optics, a system controller, a retroreflective surface, and an illumination source allows for capturing high quality images that allow for similar white balance between subsequent images. The camera system includes a camera body coupled to the illumination source such that the illumination source emits light towards the retroreflective surface. An object, is mounted to the retroreflective surface such that at least part of the retroreflective surface is obscured by the garment. Consequently, the light emitted from the illumination source is reflected by both the retroreflective surface and the object towards the camera body. The camera body contains imaging optics which capture an image from the reflected light. Thus, the camera system captures images of the object and retroreflective surface. The camera system similarly white balances any number of images including any number of objects.