PERSONALIZED EQUALIZATION OF AUDIO OUTPUT USING IDENTIFIED FEATURES OF AN EAR OF THE USER

    公开(公告)号:WO2021045892A1

    公开(公告)日:2021-03-11

    申请号:PCT/US2020/046575

    申请日:2020-08-15

    Abstract: A method for generating an individualized audio output response for a headset using a machine learning model. One or more images of a portion of a user's head including at least the user's ear are received. One or more features describing the user's ear are identified based on the one or more images. The features are input to a model, and the model is configured to determine an audio output response for the user based on the identified one or more features. The audio output response describes one or more acoustic parameters perceived by the user. An individualized audio output response is generated for the user based on the audio output response, the individualized audio output response configured to adjust one or more acoustic parameters of audio content provided to the user by the headset.

    SELECTING SPATIAL LOCATIONS FOR AUDIO PERSONALIZATION

    公开(公告)号:WO2021045869A1

    公开(公告)日:2021-03-11

    申请号:PCT/US2020/045534

    申请日:2020-08-08

    Abstract: An audio system generates customized head-related transfer functions (HRTFs) for a user. The audio system receives an initial set of estimated HRTFs. The initial set of HRTFs may have been estimated using a trained machine learning and computer vision system and pictures of the user's ears. The audio system generates a set of test locations using the initial set of HRTFs. The audio system presents test sounds at each of the initial set of test locations using the initial set of HRTFs. The audio system monitors user responses to the test sounds. The audio system uses the monitored responses to generate a new set of estimated HRTFs and a new set of test locations. The process repeats until a threshold accuracy is achieved or until a set period of time expires. The audio system presents audio content to the user using the customized HRTFs.

    WEARER IDENTIFICATION BASED ON PERSONALIZED ACOUSTIC TRANSFER FUNCTIONS

    公开(公告)号:WO2021021643A1

    公开(公告)日:2021-02-04

    申请号:PCT/US2020/043529

    申请日:2020-07-24

    Abstract: A wearable device includes an audio system. In one embodiment, the audio system includes a sensor array that includes a plurality of acoustic sensors. When a user wears the wearable device, the audio system determines an acoustic transfer function for the user based upon detected sounds within a local area surrounding the sensor array. Because the acoustic transfer function is based upon the size, shape, and density of the user's body (e.g., the user's head), different acoustic transfer functions will be determined for different users. The determined acoustic transfer functions are compared with stored acoustic transfer functions of known users in order to authenticate the user of the wearable device.

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