Abstract: A respective set of features, including emotion-related features, are extracted from segments of a video for which a preview is to be generated. A subset of the segments is chosen using the features and filtering criteria including at least one emotion-based filtering criterion. Respective weighted preview-suitability scores are assigned to the segments of the subset using at least a metric of similarity between individual segments and a plot summary of the video. The scores are used to select and combine segments to form a preview for the video.

Abstract: Some implementations include methods for detecting missing subtitles associated with a media presentation and may include receiving an audio component and a subtitle component associated with a media presentation, the audio component including an audio sequence, the audio sequence divided into a plurality of audio segments; evaluating the plurality of audio segments using a combination of a recurrent neural network and a convolutional neural network to identify refined speech segments associated with the audio sequence, the recurrent neural network trained based on a plurality of languages, the convolutional neural network trained based on a plurality of categories of sound; determining timestamps associated with the identified refined speech segments; and determining missing subtitles based on the timestamps associated with the identified refined speech segments and timestamps associated with subtitles included in the subtitle component.

Abstract: An apparatus for use in creating a zone of conditioned air on or near a person's body comprising: a blower unit configured to produce a flow of conditioned air; an air delivery system that is detachably connected to and is in flow communication with the blower unit, the said air delivery system having at least one outlet for discharging air.

Abstract: An apparatus for use in creating a zone of conditioned air on or near a person's body comprising: a blower unit configured to produce a flow of conditioned air; an air delivery system that is detachably connected to and is in flow communication with the blower unit, the said air delivery system having at least one outlet for discharging air.

Abstract: Footwear, footwear inserts and socks that include a cavity adapted to receive a portion of an individual's heel foot to reduce contact forces. The cavity can be adapted to contain a liquid, a solid or two layers of material in which the stiffness of the layers differ.