An attribution system aggregates and merges online data and offline chronologically. The attribution system examines merged data for unique visitor (UV) sessions initiated at an online medium (e.g., a website) within an attribution window for a spot that aired on an offline medium (e.g., a television network) and, for each conversion event that occurred in a UV session, assigns a session timestamp to it so that the conversion event is correlated to the spot. The attribution system then determines an overall conversion rate of UVs to the online medium in the attribution window and the attribution by the spot that aired on the offline medium to the overall conversion rate of UVs to the online medium in the attribution window. Results of the offline attribution to the online conversions can be visualized and presented on a client device communicatively connected to the attribution system.

Embodiments of this application provide a data processing method, apparatus, and device for point cloud media, and a storage medium. The method includes: acquiring information of an i.sup.th attribute component of point cloud media, the point cloud media including N attribute components, the i.sup.th attribute component being any one of the N attribute components, the information of the i.sup.th attribute component being used for indicating at least one of a mandatory and a priority of the i.sup.th attribute component, both N and i being positive integers and i∈[1, N]; and parsing the i.sup.th attribute component based on the information of the i.sup.th attribute component. The method relates to the field of point cloud media technologies, and can improve parsing processing efficiency for point cloud media to a certain extent by indicating a mandatory and a priority of an attribute component of the point cloud media.

Embodiments of this application provide a data processing method, apparatus, and device for point cloud media, and a storage medium. The method includes: acquiring information of an i.sup.th attribute component of point cloud media, the point cloud media including N attribute components, the i.sup.th attribute component being any one of the N attribute components, the information of the i.sup.th attribute component being used for indicating at least one of a mandatory and a priority of the i.sup.th attribute component, both N and i being positive integers and i∈[1, N]; and parsing the i.sup.th attribute component based on the information of the i.sup.th attribute component. The method relates to the field of point cloud media technologies, and can improve parsing processing efficiency for point cloud media to a certain extent by indicating a mandatory and a priority of an attribute component of the point cloud media.

Methods for recognizing thumbnails may include operations of receiving an identification of a thumbnail source for content, receiving the thumbnail, computing a hash value for the thumbnail, and associating the hash value with the thumbnail. Operations for content characterization may include launching an image analysis application, selecting a top level category to apply to a thumbnail, providing the thumbnail to the image analysis application, applying the selected top level category to the thumbnail to determine if the thumbnail satisfies the top level category, if satisfied, associating the top level category with the thumbnail, and repeating the one or more of the above operations with respect to a second category. Operations may include receiving an identification of a node to receive a thumbnail, obtaining a node selected category, receiving a proposed thumbnail to provide to the node, and determining if the proposed thumbnail has been previously recognized and categorized.

A method for providing media content within a media distribution network. The method comprises transforming source media content into an interim format, thereby providing transformed content. Furthermore, the method comprises storing the transformed content on at least one core storage unit. In addition, the method comprises receiving a request for the source media content from a client. The method further comprises encoding the transformed content or intermediate coded content derived therefrom into encoded content suitable for transmission over a core network and/or an edge network, as well as sending the encoded content via the core network and/or the edge network to the client.

Items of video content offered for viewing on a video-on-demand (VOD) platform of a digital TV service provider are each assigned a respective title and hierarchical address corresponding to hierarchically-arranged categories and subcategories within which the title for the video content is to be categorized. The title is listed in a location of an electronic program guide (EPG) using the same categories and subcategories as its hierarchical address. Any TV subscriber can access the EPG and navigate through its categories and subcategories to find a title for viewing on the TV. The EPG dynamically adjust its display listings of each level of categories, subcategories, and titles in order to minimize the number of remote control keypresses needed for a viewer to navigate to a title of interest. In one basic form, the EPG display is reordered by listing more frequently visited categories or subcategories first, and other less frequently visited categories or subcategories lower on the listing or out-of-sight on another page of the display.

Embodiments of the present invention disclose a method of content-layer based compression of a video being broadcasted over a network. The method may include: receiving a video stream comprising a plurality of video stream frames; identifying in at least some of the plurality of video stream frames at least two content-layers of predefined content-layers to yield corresponding at least two content-layer streams, wherein each of the at least two content-layer streams is associated with one of the at least two content-layers; and compressing each of the at least two content-layer video streams according to predetermined parameters of the content-layer associated with the respective content-layer video stream and according to available resources of the network to yield corresponding at least two compressed content-layer streams.

Systems and methods for automatically determining when a single party is playing or requesting conflicting content on two different devices, and resolving the conflict accordingly. Systems automatically identify when a single user is playing back a content stream on one device, then requests another content stream on another device. If the two content streams conflict, the conflict is automatically resolved in a number of ways, including by automatically pausing or redirecting one of the content streams. Conflict identification may also be carried out with the assistance of an added state flag that indicates a device or stream that has audio priority in a conflict. Thus, for example, when one user requests two conflicting content streams, and only one stream is associated with the conditional audio enabled flag, audio of the flagged stream may be played, while the other stream is muted.

Delivery of high quality video in an adaptive bit rate (ABR) download session is achieved using obtained using lower quality communication paths. The method involves detecting that an ABR download session of a video is in a steady-state condition. If so a further determination is made as to whether there is sufficient pre-fetch time available to download an (N+1)th video segment of the video using at alternative connection path through a virtual WAN having a lower quality than a first connection path through the virtual WAN. If sufficient pre-fetch time is available, the (N+1)th video segment is prefetched using at least the second connection path instead of the first connection path.

An image processor includes an information transmission controller that transmits data including an image of an object and information indicating a result of a process to a terminal through a network. The information transmission controller changes a resolution of a transmission image to be transmitted to the terminal in accordance with at least one of a capability of the terminal, a load status of the terminal, a load status of the network, or a load status of the image processor, and adjusts coordinates on the transmission image at which the information is to be superimposed in accordance with the changed resolution.