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公开(公告)号:US11915685B2
公开(公告)日:2024-02-27
申请号:US18189145
申请日:2023-03-23
Applicant: Sony Interactive Entertainment Inc.
Inventor: Zhenhao Ge , Lakshmish Kaushik , Saket Kumar , Masanori Omote
CPC classification number: G10L15/063 , G10L13/02
Abstract: Techniques are described for training neural networks on variable length datasets. The numeric representation of the length of each training sample is randomly perturbed to yield a pseudo-length, and the samples sorted by pseudo-length to achieve lower zero padding rate (ZPR) than completely randomized batching (thus saving computation time) yet higher randomness than strictly sorted batching (thus achieving better model performance than strictly sorted batching).
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公开(公告)号:US20220148569A1
公开(公告)日:2022-05-12
申请号:US17107362
申请日:2020-11-30
Applicant: Sony Interactive Entertainment Inc.
Inventor: Zhenhao Ge , Lakshmish Kaushik , Saket Kumar , Masanori Omote
Abstract: Techniques are described for training neural networks on variable length datasets. The numeric representation of the length of each training sample is randomly perturbed to yield a pseudo-length, and the samples sorted by pseudo-length to achieve lower zero padding rate (ZPR) than completely randomized batching (thus saving computation time) yet higher randomness than strictly sorted batching (thus achieving better model performance than strictly sorted batching).
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公开(公告)号:US20200135052A1
公开(公告)日:2020-04-30
申请号:US16177221
申请日:2018-10-31
Applicant: Sony Interactive Entertainment Inc.
Inventor: Ashish Singh , Justice Adams , Arindam Jati , Masanori Omote
Abstract: Accommodation for color or visual impairments may be implemented by selective color substitution. A color accommodation module receives an image frame from a host system and generates a color-adapted version of the image frame. The color accommodation module may include a rule based filter that substitutes one or more colors within the image frame with one or more corresponding alternative colors.
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公开(公告)号:US20190341025A1
公开(公告)日:2019-11-07
申请号:US16383896
申请日:2019-04-15
Applicant: Sony Interactive Entertainment Inc.
Inventor: Masanori Omote , Ruxin Chen , Xavier Menendez-Pidal , Jaekwon Yoo , Koji Tashiro , Sudha Krishnamurthy , Komath Naveen Kumar
Abstract: A system and method for multimodal classification of user characteristics is described. The method comprises receiving audio and other inputs, extracting fundamental frequency information from the audio input, extracting other feature information from the video input, classifying the fundamental frequency information, textual information and video feature information using the multimodal neural network.
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5.
公开(公告)号:US20250001307A1
公开(公告)日:2025-01-02
申请号:US18341858
申请日:2023-06-27
Applicant: Sony Interactive Entertainment Inc.
Inventor: Sergey Bashkirov , Celeste Bean , Sudha Krishnamurthy , Masanori Omote , Sagar Sudhakara
Abstract: System, process and device configurations are provided for detecting user socialization preferences and controlling multiplayer selection. A method can include receiving user voice output during gameplay for a first user, and determining a socialization preference for the first user based on the user voice output. The method may also include updating a user profile for the first user based on the socialization preference, selecting at least one second user, and controlling a gameplay session for the first user and the at least one second user, wherein audio output for the first user is controlled using a the user profile. Socialization preferences detected during gameplay may be used to select other users for multiplayer game sessions. The socialization preferences may also be used to control audio output by way of selection/terminating players from a session, filtering audio output to a user, filtering intensity and/or modifying audio output to a user.
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6.
公开(公告)号:US11803764B2
公开(公告)日:2023-10-31
申请号:US15724011
申请日:2017-10-03
Applicant: Sony Interactive Entertainment Inc.
Inventor: Erik Beran , Michael Taylor , Masanori Omote
IPC: G06N5/025 , G06N5/02 , G06N3/008 , G06N3/08 , G06N3/04 , H04L67/50 , G06N20/00 , G05B23/02 , G06F11/34
CPC classification number: G06N5/025 , G05B23/0216 , G05B23/0294 , G06F11/3438 , G06N3/008 , G06N3/04 , G06N3/08 , G06N5/02 , G06N20/00 , H04L67/535
Abstract: A method for building an artificial intelligence (AI) model. The method includes accessing data related to monitored behavior of a user. The data is classified, wherein the classes include an objective data class identifying data relevant to a group of users including the user, and a subjective data class identifying data that is specific to the user. Objective data is accessed and relates to monitored behavior of a plurality of users including the user. The method includes providing as a first set of inputs into a deep learning engine performing AI the objective data and the subjective data of the user, and a plurality of objective data of the plurality of users. The method includes determining a plurality of learned patterns predicting user behavior when responding to the first set of inputs. The method includes building a local AI model of the user including the plurality of learned patterns.
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公开(公告)号:US11636673B2
公开(公告)日:2023-04-25
申请号:US16177214
申请日:2018-10-31
Applicant: Sony Interactive Entertainment Inc.
Inventor: Sudha Krishnamurthy , Justice Adams , Arindam Jati , Masanori Omote , Jian Zheng
Abstract: A system enhances existing audio-visual content with audio describing the setting of the visual content. A scene annotation module classifies scene elements from an image frame received from a host system and generates a caption describing the scene elements. A text to speech synthesis module may then convert the caption to synthesized speech data describing the scene elements within the image frame
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公开(公告)号:US20220134225A1
公开(公告)日:2022-05-05
申请号:US17089650
申请日:2020-11-04
Applicant: Sony Interactive Entertainment Inc.
Inventor: Masanori Omote
IPC: A63F13/53 , A63F13/86 , A63F13/577 , G06T11/20 , G06T13/80 , G06T3/40 , G06T11/00 , G10L15/26 , G10L25/63
Abstract: Methods and systems are provided for displaying voice input of a spectator in a video game. The method includes receiving, by a server, the voice input produced by the spectator while viewing video game video of the video game. The method includes examining, by the server, the voice input to identify speech characteristics associated with the voice input of the spectator. The method includes processing, by the server, the voice input to generate a spectator video that includes text images representing the voice input of the spectator. In one embodiment, the text images are configured to be adjusted in visual appearance based on the speech characteristics of the voice input, wherein the text images are directed in a field of view of an avatar of the spectator. The method includes combining, by the server, video game video with the spectator video to produce an overlay of the text images graphically moving in toward a game scene provided by the video game video. The method includes sending, to a client device, a spectator video stream that includes the overlay of the text images.
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公开(公告)号:US20210233328A1
公开(公告)日:2021-07-29
申请号:US17227747
申请日:2021-04-12
Applicant: Sony Interactive Entertainment Inc.
Inventor: Sudha Krishnamurthy , Ashish Singh , Naveen Kumar , Justice Adams , Arindam Jati , Masanori Omote
Abstract: Graphical style modification may be implemented using machine learning. A color accommodation module receives an image frame from a host system and generates a color-adapted version of the image frame. A Graphical Style Modification module generates a style adapted video stream by applying a style adapted from a target image frame to each image frame in a buffered video stream.
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公开(公告)号:US10854109B2
公开(公告)日:2020-12-01
申请号:US16177221
申请日:2018-10-31
Applicant: Sony Interactive Entertainment Inc.
Inventor: Ashish Singh , Justice Adams , Arindam Jati , Masanori Omote
Abstract: Accommodation for color or visual impairments may be implemented by selective color substitution. A color accommodation module receives an image frame from a host system and generates a color-adapted version of the image frame. The color accommodation module may include a rule based filter that substitutes one or more colors within the image frame with one or more corresponding alternative colors.
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