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Adam Byfield

affiliation not provided to SSRN

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Muba: Understanding Mix-Up Boundary Analysis for Assuring Medical Image Classifiers

Number of pages: 11 Posted: 04 Feb 2025
William Poulett, Adam Byfield, Ben Wallace, Anusha Jose, Adnan Qayyum, Emil Cohen, Shazad Q. Ashraf, Junaid Qadir and Muhammad Bilal
NHS England, affiliation not provided to SSRN, NHS England, affiliation not provided to SSRN, affiliation not provided to SSRN, MedStar Georgetown University Hospital, Government of the United Kingdom - Queen Elizabeth Hospital Birmingham, Qatar University and Birmingham City University
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Abstract:

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AI Assurance, Boundary Testing, synthetic data generation, Mixup Augmentation, Medical Image Classification