Example embodiments may provide a system, apparatus, computer readable media, and/or method configured for processing input representing data associated with a first product, the first product comprising a plurality of components, processing input representing a particular one of the components, processing input representing an attribute of the particular component or of the first product, querying a product memory based on the particular component and the attribute to identify a second product.

Methods, systems, and apparatus, for associating data items with objects depicted in an image and search the associated data items based on object detected in images that are subsequently processed and presenting the data items associated with an object when the object is identified in the subsequently processed image.

A system and method include obtaining and authenticating image files from users such as insured users at the request of an entity such as an insurance provider. The requesting entity may supply an electronic address of the user and a unique identifier. The system may transmit a link to the electronic address. When selected, the link causes an image authentication application to be installed on a user device. The application takes the images securely and separately from a native camera application. Each image authentication application may be customized for each requesting entity. The authentication server may identify the requesting entity that made the request and identify a corresponding image authentication application to be provided to the electronic address. The images from the image authentication application may be authenticated via reverse image search, time, geolocation, and/or other information. The authenticated images and/or related data may be provided to the requesting entity.

Systems and methods are described for serving personalized content using content tagging and transfer learning. The method may include identifying content elements in an experience pool, where each of the content element is associated with one or more attribute tags, identifying a user profile comprising characteristics of a user, generating a set of user-tag affinity vectors based on the user profile and the corresponding attribute tags using a content personalization engine, generating a user-content affinity score based on the set of user-tag affinity vectors, selecting a content element from the plurality of content elements based on the corresponding user-content affinity score, and delivering the selected content element to the user.

A computer implemented method to present digital images may include storing a digital image in a database and applying a digital image processing technique to the digital image to identify a region of interest of the digital image. The method may also include storing region data that identifies the region of interest of the digital image in the database and receiving a request for information associated with the digital image from a digital device. In response to the request, the method may include providing the digital image and the region data for transmission to the digital device, the digital device configured to adjust a cropping view of the digital image based on the region data to display the region of interest of the digital image.

Embodiments of the invention are directed to apparatuses, methods, and computer program products for generating a rating score based on color. In some embodiments, the apparatuses, methods, and computer program products are configured to: receive at least one input, wherein the at least one input comprises at least one of a first numerical value, an emoticon, a color, or at least one keyword; process the at least one input; and generate a second numerical value based on processing the at least one input.

In some embodiments, methods and apparatus are provided for transmitting, via at least one network, a request to another apparatus for still image data generated from moving image data, the request comprising at least one criterion, and receiving still image data generated from moving image data matching the at least one criterion in the request. In further embodiments, methods and apparatus are provided for receiving the request via at least one network, using the at least one criterion in the request to obtain still image data generated from moving image data, and responding to the request by transmitting the obtained still image data.

In some embodiments, methods and apparatus are provided for transmitting, via at least one network, a request to another apparatus for still image data generated from moving image data, the request comprising at least one criterion, and receiving still image data generated from moving image data matching the at least one criterion in the request. In further embodiments, methods and apparatus are provided for receiving the request via at least one network, using the at least one criterion in the request to obtain still image data generated from moving image data, and responding to the request by transmitting the obtained still image data.

Techniques for coordination of content presentation operations are described herein. In some cases, a client may generate client metadata associated with client event data. The client metadata may include, for example, an indication of any one or more of a time, a frame, a location, an angle, a direction, a speed, a force, or other information associated with the client event data. Also, in some cases, the content provider may generate content provider metadata associated with image data. For example, the content provider metadata may indicate a location of a virtual camera associated with the respective image data and/or a location of one or more objects represented within the respective image data.

Techniques for coordination of content presentation operations are described herein. In some cases, a client may generate client metadata associated with client event data. The client metadata may include, for example, an indication of any one or more of a time, a frame, a location, an angle, a direction, a speed, a force, or other information associated with the client event data. Also, in some cases, the content provider may generate content provider metadata associated with image data. For example, the content provider metadata may indicate a location of a virtual camera associated with the respective image data and/or a location of one or more objects represented within the respective image data.