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AI is still seen as a magic black box, it is non-intuitive, and difficult for people to understand and trust. In the medical image analysis field, this problem is amplified and leads to a limited adoption of such AI systems. The proposed projects aim to adapt the exciting explainability tools for the medical domain to demystify and better explai…