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 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: An order fulfillment system stores any number of items in an item population. The item population includes any number of unique items. The order fulfillment system includes an input system, a storage system, and a packing system. The input system receives items for the population, prepares the received items for storage, and translates the items to the storage system. The storage system stores items in unique storage locations until the items are ordered by a customer of the order fulfillment system. The packing system prepares items orders, packages the items of the order, and sends the orders to the customer which ordered the items. The order fulfillment system also includes storage and fulfillment policies for determining storage locations and packing stations, respectively. Operators of the order fulfillment system can perform actions in the order fulfillment system to facilitate storing and fulfilling orders.

Abstract: An order fulfillment system stores any number of items in an item population. The item population includes any number of unique items. The order fulfillment system includes an input system, a storage system, and a packing system. The input system receives items for the population, prepares the received items for storage, and translates the items to the storage system. The storage system stores items in unique storage locations until the items are ordered by a customer of the order fulfillment system. The packing system prepares items orders, packages the items of the order, and sends the orders to the customer which ordered the items. The order fulfillment system also includes storage and fulfillment policies for determining storage locations and packing stations, respectively. Operators of the order fulfillment system can perform actions in the order fulfillment system to facilitate storing and fulfilling orders.

Abstract: A studio arrangement comprising a plurality of article transports, each article transport having a respective machine-readable code for tracking an article, an image capture device located at a first position on an axis wherein the image capture device is configured to capture images of articles placed on a surface wherein the axis intersects the surface at a second position, one or more light sources each positioned along a respective second axis that intersects the surface at a respective position wherein each light source is configured to illuminate articles placed on the surface, and a system comprising one or more data processing apparatus, the system configured to, for each of a plurality of articles, perform operations comprising: reading the code of a respective one of the transports, the transport being separate from the surface, in response to reading the code, causing the image capture device to acquire an image of the article, associating the article with the code, the image, and one or more param

Abstract: A studio arrangement including a plurality of paths having a common termination point wherein none of the paths are parallel to another, a plurality of mannequins each comprising a conveyance that is slidably engaged with a different one of the paths such that each mannequin can slide along the path to the termination point, a background comprising a white surface, the background located behind the termination point, an image capture device located at a first position on an axis that intersects a mannequin at a second position when the mannequin is positioned at the termination point, and one or more light sources each aimed at the background and positioned in front of the termination point.

Abstract: A studio arrangement including a plurality of paths having a common termination point wherein none of the paths are parallel to another, a plurality of mannequins each comprising a conveyance that is slidably engaged with a different one of the paths such that each mannequin can slide along the path to the termination point, a background comprising a white surface, the background located behind the termination point, an image capture device located at a first position on an axis that intersects a mannequin at a second position when the mannequin is positioned at the termination point, and one or more light sources each aimed at the background and positioned in front of the termination point.