The present disclosure provides a video recommendation method and apparatus, an electronic device, and a computer-readable storage medium. The video recommendation method includes: transmitting a video obtaining request to a server in response to receiving a play trigger operation for target preview information in preview information displayed on a first display interface, the video obtaining request carrying identification information of a first video corresponding to the target preview information; receiving, from the server, the first video, a second video having a video similarity satisfying a first predetermined condition with the first video, and corresponding second video preview information; and playing the first video through a first region of a second display interface, and displaying a first predetermined number of pieces of preview information within the second video preview information through a second region of the second display interface, the second display interface including the first region and the second region.

Techniques for padding audiovisual clips (for example, audiovisual clips of sporting events) for the purpose of causing the clip to have a predetermined duration so that the padded clip can be evaluated for viewer interest by a machine learning (ML) algorithm. The unpadded clip is padded with audiovisual segment(s) that will cause the padded clip to have a level of viewer interest that it would have if the unpadded clip had been longer. In some embodiments the padded segments are synthetic images generated by a generative adversarial network such that the synthetic images would have the same level of viewer interest (as adjudged by an ML algorithm) as if the unpadded clip had been shot to be longer.

The disclosure relates to a method for displaying information, device, system, electronic device, and storage medium. The method includes acquiring, user tag of a user account in response to a trigger operation on an information page, the user tag corresponding to one or more types of media files of the user account. The method includes displaying the user tag on the information page. The method includes displaying an associated user account corresponding to the user tag in response to an operation of selecting target user tag from the user tag.

Systems, methods, and machine-readable media for adapting content items to device operations of an endpoint media device are disclosed. A first content composite may be created by one or more processing devices for delivery in a packet stream from a content provider system via one or more networks, where the first content composite may include an adaptable content item corresponding to a set of one or more audio and/or video packets corresponding to audio and/or video content. The first content composite may be transmitted, where, consequent to delivery of the first content composite to a first endpoint media device or a second endpoint media device, the first endpoint media device or the second endpoint media device may perform one operation relating to a second content item of the first content composite, where the adaptable content item may be modified based on the second content item.

Embodiments of the present invention provide a method, system and computer program product for exciting moment notification for a live event. An exciting moment notification method includes first defining in a table in memory of a computer, an exciting moment occurring during a live event, such as a card game, awards program or a sporting event, and then annotating a multiplicity of images of different instances of the live event with the exciting moment. The method further includes video streaming a live instance of the live event over a computer communications network and matching a frame of the video streamed live instance in the memory of the computer to an annotated one of the multiplicity of images. Finally, the method includes transmitting a message to at least one subscriber of the instance of the live event indicating an occurrence of the exciting moment.

Embodiments of the present application provide a video stream playing control method and apparatus, a device, and a storage medium. The method comprises: in a situation that a human-computer interaction entrance invoking triggering condition is satisfied, stopping playing a first video stream, and invoking a human-computer interaction entrance for the first video stream while displaying a playing picture of the first video stream; after target feedback information is obtained by means of the human-computer interaction entrance or an instruction for closing the human-computer interaction entrance is received, closing the human-computer interaction entrance, and playing a second video stream different from the first video stream, the target feedback information comprising feedback information for the first video stream.

A media service processing method, applied to an electronic device, includes providing, by an application running on the electronic device, a media service for a user, sending, to a server, request signaling requesting to send data of the media service to an intermediate storage unit, storing, in the intermediate storage unit, the data, moving the data from the intermediate storage unit to a target storage unit, wherein storage space of the intermediate storage unit is greater than storage space of the target storage unit, obtaining the data from the target storage unit, and playing the data.

Methods and systems for recommending content to a client device operated by a user include receiving a set of ratings for each of a first set of content items by a user from a client device for use in a factor model. The set of ratings is not maintained in the server for longer than necessary to calculate a rating vector and/or to update a matrix factor defined by the rank of the factor model and a total number of content items eligible for ranking.

Aspects of the present application correspond to generation of supplemental content based on processing information associated with content to be rendered. More specifically, aspects of the present application correspond to the generation of audio track information, such as music tracks, that are created for playback during the presentation of video content. Illustratively, one or more frames of the video content are processed by machine learned algorithm(s) to generate processing results indicative of one or more attributes characterizing individual frames of video content. A selection system can then identify potential music track or other audio data in view of the processing results.

Various arrangements for detecting items in home are presented. Imaging devices may capture images of a user's home. The images may be analyzed and compared against a user approved list of item definitions. Using the definitions, items, brands, trademarks, and the like may be identified in the images. The items identified in the images may be used to determine preferences of a user and provide targeted marketing content using the television receiver. In some cases, analysis of items in a home may be used to determine the effectiveness of marketing content by determining causality or correlations between marketing content viewed by a user and items in the home.