METHOD FOR GENERATING PERSONALIZED HRTF
    1.
    发明公开

    公开(公告)号:US20240354565A1

    公开(公告)日:2024-10-24

    申请号:US18434417

    申请日:2024-02-06

    IPC分类号: G06N3/08

    CPC分类号: G06N3/08

    摘要: The present disclosure relates to a method for generating a personalized HRTF using a neural network model having a one-to-many structure. A method for generating a personalized HRTF according to an embodiment of the present disclosure includes: training a neural network model using multi-angle Head-Related Transfer Functions (HRTF) labeled to body information of a learning object; and obtaining multi-angle HRTFs at a time by inputting body information of a target user into the trained neural network model.

    KNOWLEDGE DISTILLATION METHOD FOR COMPRESSING TRANSFORMER NEURAL NETWORK AND APPARATUS THEREOF

    公开(公告)号:US20240330648A1

    公开(公告)日:2024-10-03

    申请号:US18596994

    申请日:2024-03-06

    IPC分类号: G06N3/042 G06N3/082 G06N3/096

    CPC分类号: G06N3/042 G06N3/082 G06N3/096

    摘要: A method for training a student network including at least one or more of a transformer neural network by using knowledge distillation in a teacher network including at least one or more of the transformer neural network is disclosed. The method includes: pre-training the teacher network using a training data and fine tuning the trained teacher network; copying a weight parameter of a bottom layer of the teacher network to the student network; and performing the knowledge distillation to the student network through the fine-tuned teacher network. The performing the knowledge distillation includes: extracting a feature structure from the result value of a layer of the fine-tuned teacher network; extracting a feature structure from the result value of a layer of the student network; and adjusting the feature structure of the extracted student network based on the feature structure of the extracted teacher network.

    APPARATUS AND METHOD FOR IMPROVING IMAGE QUALITY USING JAMES-STEIN COMBINER

    公开(公告)号:US20240233085A9

    公开(公告)日:2024-07-11

    申请号:US18376891

    申请日:2023-10-05

    IPC分类号: G06T5/50 G06T5/00

    摘要: The present disclosure relates to an apparatus and method for improving image quality by combining an unbiased image and a biased image using a James-Stein combiner. An apparatus for improving image quality using a James-Stein combiner according to the present disclosure includes an unbiased image buffer configured to output an unbiased image block, a biased image buffer configured to output a biased image block, a sample variance buffer configured to output a sample variance of the unbiased image, an artificial neural network model configured to derive a variance weight per pixel, a variance estimator configured to output a variance estimate of the unbiased image block, and a James-Stein combiner configured to locally combine the biased image block, the unbiased image block, and the variance estimate of the unbiased image block by applying a James-Stein combination equation.

    Blood diagnostic device
    9.
    发明授权

    公开(公告)号:US12011718B2

    公开(公告)日:2024-06-18

    申请号:US17162753

    申请日:2021-01-29

    摘要: The present invention relates to a blood diagnostic device, which includes one or more blood input parts into which blood is injected, a deterministic lateral displacement separation part which communicates with the blood input part to form a blood flow path along which the blood flows and separates white blood cells from remaining blood components, a first microchannel which communicates with the deterministic lateral displacement separation part so that the white blood cells separated through the deterministic lateral displacement separation part flow therein, one or more second microchannels which communicate with the deterministic lateral displacement separation part so that the remaining blood components separated through the deterministic lateral displacement separation part flow therein, a first discharge part which communicates with the first microchannel so that the white blood cells flowing in the first microchannel are discharged therethrough, and a second discharge part which communicates with the second microchannel.

    APPARATUS AND METHOD FOR IMPROVING IMAGE QUALITY USING JAMES-STEIN COMBINER

    公开(公告)号:US20240135498A1

    公开(公告)日:2024-04-25

    申请号:US18376891

    申请日:2023-10-04

    IPC分类号: G06T5/50 G06T5/00

    摘要: The present disclosure relates to an apparatus and method for improving image quality by combining an unbiased image and a biased image using a James-Stein combiner. An apparatus for improving image quality using a James-Stein combiner according to the present disclosure includes an unbiased image buffer configured to output an unbiased image block, a biased image buffer configured to output a biased image block, a sample variance buffer configured to output a sample variance of the unbiased image, an artificial neural network model configured to derive a variance weight per pixel, a variance estimator configured to output a variance estimate of the unbiased image block, and a James-Stein combiner configured to locally combine the biased image block, the unbiased image block, and the variance estimate of the unbiased image block by applying a James-Stein combination equation.