ORGAN IDENTIFICATION USING AI
    107.
    发明公开

    公开(公告)号:US20240331415A1

    公开(公告)日:2024-10-03

    申请号:US18294059

    申请日:2022-08-10

    Abstract: A computer-implemented method of identifying a tissue type in digital histological images of human or animal tissue comprises training a convolutional neural network CNN to identify a particular target tissue type in a plurality of training data sets of digital histological images, inputting a test data set of digital histological images into the trained convolutional neural network, receiving as an output result of the convolutional neural network a probability value that the inputted test data set corresponds to the target tissue type. A training procedure of the CNN comprises performing with a plurality of training data sets the steps of selecting a target tissue area of the training data set, dividing the target tissue area into a different sets of tiles of constant size but having different image magnifications, inputting the sets of tiles into a multi-headed convolutional neural network, wherein the sets of tiles having different image magnifications are processed in parallel and the features of the sets of tiles are concatenated.

    PROVIDING A RESULT DATASET
    110.
    发明公开

    公开(公告)号:US20240320842A1

    公开(公告)日:2024-09-26

    申请号:US18610895

    申请日:2024-03-20

    Abstract: A method for providing a result dataset includes capturing a vessel dataset. The vessel dataset has time-resolved images of at least one vessel section of an examination object in a number of physiological phases. The method includes capturing an object dataset. The object dataset has an image of a medical object in the examination object in at least one physiological phase of the number of physiological phases. The method includes identifying a corresponding image in the vessel dataset in each case for the images of the object dataset with matching physiological phase, and providing the result dataset by at least partial overlaying and/or mixing of the images of the object dataset with the corresponding images of the vessel dataset.

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