MedISure: Towards Assuring Machine Learning-based Medical Image Classifiers using Mixup Boundary Analysis

no code implementations • 23 Nov 2023 • Adam Byfield, William Poulett, Ben Wallace, Anusha Jose, Shatakshi Tyagi, Smita Shembekar, Adnan Qayyum, Junaid Qadir, Muhammad Bilal

Machine learning (ML) models are becoming integral in healthcare technologies, presenting a critical need for formal assurance to validate their safety, fairness, robustness, and trustworthiness.

Fairness Tumour Classification