In order to facilitate machine learning for prediction using distinct dataset types, systems and methods include collecting content information from archived websites databases. Collecting historical event information from online sources, where the historical event information is associated with a plurality of historical events. Generating event-dependent products training datasets based on the content information and the historical event information, where the event-dependent content training datasets defines for content historical events that are associated with attributes of the content, attribute change of the content, or both. Training an attribute prediction machine learning model based on the event-dependent content training datasets. Applying the trained attribute prediction machine learning model to additional event information to predict, for content, a future attribute estimate, a future attribute change estimate, or both. Causing to display an indication representative of the future attribute estimate, the future attribute change estimate, or both.

Systems and methods for analyzing trends in image data is disclosed. A trend query is received relating to an object category and defining two or more groups of interest for which trend data is to be determined with a defined time period. Visual tokens of interest are identified relating to the object category for use in searching a token database. One or more image data sets are identified that are associated with each of the two or more groups of interest. Visual tokens are analyzed matching the visual tokens of interest that are associated with the identified image data sets to generate trend data for each of the two or more groups of interest for the defined period of time. An output is generated based on a comparison of the trend data generated for the two or more groups of interest for the defined period of time.

The present disclosure provides systems and methods for displaying a real-world vehicle in an augmented reality environment. The system employs a user device camera to obtain image data of an environment that includes a real-world vehicle. The system analyzes the image data to identify the vehicle within the environment. A wireframe model of the vehicle is then generated and registered to the vehicle. The image data is displayed on the user device. In response to user input, the system may then attach a virtual vehicle accessory to the wireframe model. The accessory is then displayed on the user device display in an augmented reality environment such that the vehicle appears to seamlessly incorporate the accessory.

Techniques are described for using computing devices to perform automated operations related to providing visual information of multiple types in an integrated manner about a building or other defined area. The techniques may include generating and presenting a GUI (graphical user interface) on a client device that includes a computer model of the building's interior with one or more first types of information (e.g., in a first pane of the GUI), and simultaneously presenting other types of related information about the building interior (e.g., in additional separate GUI pane(s)) that is coordinated with the first type(s) of information being currently displayed. The computer model may be a 3D (three-dimensional) or 2.5D representation generated after the house is built and showing the actual house's interior (e.g., walls, furniture, etc.), and may be displayed to a user of a client computing device in a displayed GUI with various user-selectable controls.

Novel system, methods, which include machine learning, and device for providing color and fashion recommendations, including for persons with visual impairment such as color blindness or complete blindness. Also, methods providing a data storage system for storing digital renditions of garments; providing a portable communication device to extract color and/or pattern from garments through use of a camera and at least one algorithm; providing a processor capable of accessing locally stored and/or remote information about or learning the preferred matching set of garments; assigning each garment in the set of garments a red-green-blue (RGB) value; providing a suitability ranking for matching compatibility of the garment or the set of garments; and providing recommendations for preferred matching garment or set of garments by organizing the garments in at least one queue selected from the group consisting of audial, tactile, visual or a combination thereof, wherein the individual imports garments or set of garments, through a series of photos or video, for bulk import into a virtual closet for the identification and assignment of type of garments or set of garments using human or computational methods.

Systems and methods are provided that allow customers to collaborate with vehicle accessory manufacturers to design accessories in an augmented reality (AR) environment and manufacture the designed accessories through a rapid manufacturing technique, such as 3D printing. The disclosed systems and methods allow progression from augmented reality-designed accessories to 3D printed designs manufactured either at the dealer or at a regional printing center. The 3D printed designs may be installed on the customer's vehicle, enabling a dealership to provide tailor-made, custom products designed through an AR application.

The system provides easy to use live beauty products and coordinated tutorials that can be viewed online, providing virtual expert assistance to users. In one embodiment, the system provides a card with integrated makeup products that can be exposed by the recipient of the card. In one embodiment, the card includes a face, or faces, and the makeup products are hidden by a flap or cover alongside the faces, on which the products has been used. A QR code or other indicia is included on the card and automatically links to a tutorial for that particular card and makeup configuration. The tutorial instructs the user how best to apply and use the products. In one embodiment, the system implements a subscription service and cards are sent to a user on a periodic basis.

A method includes receiving data in an electronic format that describes an item, and assigning a unique identifier to the item. The data is normalized across one or more data sets of data that describe other items. The normalizing includes deriving functional and aesthetic attributes of the item based at least in part on the data that describes the item, where at least one of the derived attributes is not included in the data. The normalizing also includes programmatically mapping the attributes to a defined set of taxonomies for pre-defined attribute types. At least one other item is located in the one or more data sets having attributes that coordinate with the attributes of the item. A user interface that includes a styleboard with an image of the item and an image of the at least one other item having attributes that coordinate with attributes of the item.

The present disclosure relates to a method for displaying a virtual item, a terminal and a storage medium. The method includes: receiving an instruction for customizing a virtual item; displaying a window on the live broadcast interface in response to the instruction; acquiring a custom content through the window input by the first user, wherein the custom content is configured to define a form of the virtual item; generating the virtual item based on the custom content; and displaying the virtual item on the live broadcast interface.

A system comprising a file server configured to receive merchant and product data from a merchant server, a data backend that manages access and retrieval of the merchant and product data, a sender interface coupled to the data backend that communicates with a sender client device to create a gift transaction from a virtual shopping bag, the virtual shopping bag including a product assortment selected based on the merchant and product data, a recipient interface coupled to the data backend that communicates with a recipient client device to receive a selection from the product assortment, and a widget interface that interfaces with a website integration component that is embedded on a merchant website, the website integration component adds the virtual shopping bag to the merchant website and imports a feature to create the gift transaction with the virtual shopping bag.