Methods and systems for improving engagement metrics of a spectator include identifying a group of spectators watching game play of a video game and generating an aggregate group profile for the group. Engagement metrics for the group are analyzed to identify engagement level of the group toward the game play of the player. One or more suggestions are provided to adjust game play of the video game so as to improve engagement level of the group toward the game play of the video game.

Systems and methods related to video streaming analyses for video game streams are disclosed. In embodiments, soft-ware-based algorithms may be applied to enhance game play, enable improvements to wagering, and applying artificial intelligence and machine learning algorithms to enhance game play experience. In embodiments, video game streams may be received to determine data regarding the video game play. Based on the data, an analysis regarding one or more aspects of the gaming event may be produced, with such aspects including at least one or a game strategy, behavioral information, and prediction, and a recommendation. The analysis can then generate a message to be output to the player of the video game stream.

Systems and methods related to video streaming analyses for video game streams are disclosed. In embodiments, soft-ware-based algorithms may be applied to enhance game play, enable improvements to wagering, and applying artificial intelligence and machine learning algorithms to enhance game play experience. In embodiments, video game streams may be received to determine data regarding the video game play. Based on the data, an analysis regarding one or more aspects of the gaming event may be produced, with such aspects including at least one or a game strategy, behavioral information, and prediction, and a recommendation. The analysis can then generate a message to be output to the player of the video game stream.

A method for implementing a moment of a videogame for playing a portion of a videogame; it includes receiving user selection input of a moment of a particular videogame associated with starting at a particular progress point of the particular videogame; causing an emulation to start of the particular videogame for streaming on the computer of the user; performing image analysis of the image stream to generate metadata on progress of the particular game by the user; determining if one or more end conditions of the moment is met through analysis of the metadata; and causing the emulation to end, resulting in an end of the streaming of the particular game on the computer of the user, if the one or more end conditions is met.

A data play method is provided. In response to an access operation on a virtual space, a terminal acquires a plurality of pieces of first interaction data issued in the virtual space by a plurality of first user accounts and a first matching degree corresponding to each piece of the first interaction data, and simultaneously plays at least two pieces of second interaction data among the plurality of pieces of first interaction data on a playing interface of the virtual space based on the first matching degrees corresponding to the plurality of pieces of first interaction data, such that play manners of the second interaction data having different first matching degrees are different.

A data play method is provided. In response to an access operation on a virtual space, a terminal acquires a plurality of pieces of first interaction data issued in the virtual space by a plurality of first user accounts and a first matching degree corresponding to each piece of the first interaction data, and simultaneously plays at least two pieces of second interaction data among the plurality of pieces of first interaction data on a playing interface of the virtual space based on the first matching degrees corresponding to the plurality of pieces of first interaction data, such that play manners of the second interaction data having different first matching degrees are different.

A computing system described herein is configured to obtain a video of a video game being played by a video game player, where an esports competition includes play of the video game by the video game player. The computing system is additionally configured to identify, in the video and through use of machine vision technologies, occurrence of an event in the video game depicted in the video, where the machine vision technologies have been trained to detect occurrences of the event in videos, and further where an outcome of the esports competition is based upon the occurrence of the event in the video game. The computing system is additionally configured to output a value that is indicative of the occurrence of the event in the video game depicted in the video, where a score for the video game player is updated in the esports competition based upon the value that is indicative of the occurrence of the event in the video game depicted in the video.

A virtual scene interaction method is disclosed, including displaying a viewing page of a target cloud video, a play screen of a virtual scene being displayed in the target cloud video, the viewing page comprising N interaction triggering marks, an i.sup.th interaction triggering mark of the N interaction triggering marks being used for linking to an interaction progress point in the virtual scene, both i and N being positive integers, and i≤N; and displaying, when the i.sup.th interaction triggering mark is selected, a control page for the virtual scene starting from the interaction progress point linked by the i.sup.th interaction triggering mark.

Provided is a device for providing motion effects, the device including a first detector configured to detect a movement of a specific object in a video of a content; a second detector configured to detect a sound event from an audio of the content; and a motion synthesizing unit configured to generate a synthesized motion by synthesizing a first motion corresponding to the movement of the specific object and a second motion generated based on the sound event.

A media system employs techniques to create a framework for evaluating gameplay content in a vector-space. These techniques include monitoring frames for content streams that correspond to gameplay in a game environment, determining feature-values for features associated with the frames, mapping the content streams to position vectors in the vector-space based on the feature-values, and assigning a set of position vectors in the vector-space to an area in the game environment based on a relative proximity of the set of position vectors in the vector-space.