1 code implementation • 23 Sep 2023 • Yuyang Xue, Yuning Du, Gianluca Carloni, Eva Pachetti, Connor Jordan, Sotirios A. Tsaftaris
Cine Magnetic Resonance Imaging (MRI) allows for understanding of the heart's function and condition in a non-invasive manner.
no code implementations • 19 Sep 2023 • Gianluca Carloni, Eva Pachetti, Sara Colantonio
In this paper, we present a novel method to automatically classify medical images that learns and leverages weak causal signals in the image.
1 code implementation • 19 Sep 2023 • Gianluca Carloni, Sara Colantonio
Our method consists of a convolutional neural network backbone and a causality-factors extractor module, which computes weights to enhance each feature map according to its causal influence in the scene.
no code implementations • 18 Sep 2023 • Gianluca Carloni, Andrea Berti, Sara Colantonio
More precisely, we seek to uncover what kinds of relationships exist between the two concepts and how one can benefit from them, for instance, in building trust in AI systems.
Explainable artificial intelligence Explainable Artificial Intelligence (XAI)