APPARATUS AND METHOD FOR AUDITING OF ARTIFICIAL INTELLIGENCE-BASED MEDICAL IMAGE SEGMENTATION

    公开(公告)号:US20250022261A1

    公开(公告)日:2025-01-16

    申请号:US18771443

    申请日:2024-07-12

    Applicant: CLARIPI INC.

    Abstract: Disclosed is a method of auditing of artificial intelligence-based medical image segmentation, including: performing preprocessing to generate a preprocessed segmentation image by receiving an input medical image and an output segmentation image provided from a medical image segmentation device and preprocessing the output segmentation image based on the input medical image; generating a heatmap image to generate a segmentation error heatmap image, which includes a segmentation error region in the preprocessed segmentation image, by inputting the preprocessed segmentation image to a deep learning model trained in advance; calculating an error risk to calculate a segmentation error risk for the segmentation error region based on pixel values of the segmentation error heatmap image; and providing auditing information to provide the auditing information for auditing accuracy of the output segmentation image based on the calculated segmentation error risk to a user.

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