CORDIS Project
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This research project focuses on enhancing biomedical image reconstruction using deep neural networks. It aims to improve stability and trustworthiness by developing shallower networks with advanced nonlinear modules, specifically through sparse simplicial splines and hierarchical spline networks, to address key challe…
This research program is motivated by the remarkable ability of deep neural networks to improve the quality of biomedical image reconstruction.
While the results reported so far are extremely encouraging, serious reservations have been voiced pertaining to the stability of these tools and the extent to which we can trust their output.
The main concern is that it is very difficult to control the Lipschitz constant of the current neural architectures.
This means that a small perturbation of the in…
ECOLE POLYTECHNIQUE FEDERALE DE LAUSANNE
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