MACHINE MODEL GENERATION SYSTEMS AND METHODS

    公开(公告)号:US20210398681A1

    公开(公告)日:2021-12-23

    申请号:US17363605

    申请日:2021-06-30

    Abstract: A method includes defining model attributes of a machine model that organizes feedback data into topic groups based on similarities in concepts in the feedback data. The model attributes include a topic model number that defines how many topic groups are to be created, a hyperparameter optimization alpha value, and/or a hyperparameter optimization beta value. The method also includes generating the machine model using the model attributes that are defined and the feedback data, and applying the machine model to the feedback data to divide different portions of the feedback data into the different topic groups based on contents of the feedback data, the topic model number, the hyperparameter optimization alpha value, and/or the hyperparameter optimization beta value.

    COMPUTER IMAGING PRE-PROCESSING FOR AUTOMATED MEDICATION DISPENSING ANALYSIS

    公开(公告)号:US20210004958A1

    公开(公告)日:2021-01-07

    申请号:US16998358

    申请日:2020-08-20

    Abstract: A computer system includes an input configured to receive a first image of medication located in a receptacle, memory, and a processor configured to execute instructions including creating a second image based on the first image, dividing pixels of the second image into first and second subsets, and scanning the second image along a first axis to count, for each point along the first axis, a number of pixels in the first subset along a line perpendicular to the first axis that intersects the first axis at the point. The instructions also include estimating positions of first and second edges of the receptacle along the first axis based on the counts of the pixels, defining an opening of the receptacle based on the estimated positions of the first and second edges, and outputting a processed image that indicates areas of the image that are outside of the defined opening.

    COMPUTER IMAGING PRE-PROCESSING FOR AUTOMATED MEDICATION DISPENSING ANALYSIS

    公开(公告)号:US20190156475A1

    公开(公告)日:2019-05-23

    申请号:US16190548

    申请日:2018-11-14

    Abstract: A method includes capturing a first image of medication held by a receptacle. The method includes creating a second image based on the first image. The method includes determining a first subset of pixels of the second image that are more likely to correspond to the receptacle. The method includes processing the second image along a first axis by, for each point: defining a line perpendicularly intersecting the first axis at the point and counting how many of the pixels located along the line are in the first subset. The method includes determining first and second local maxima of the counts. The method includes estimating positions of first and second edges of the receptacle based on positions of the local maxima. The method includes defining an ellipse based on the first and second edges and excluding areas of the first image outside the defined ellipse from further processing.

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