Fig. 10.

Comparison between inference of the molecular composition using the standard optimization methods (Opti) and proposed network-based inference (NN) for training strategies (a) and (b) on the HELICoiD dataset. The top row compares strategy (a), left, with strategy (b), right, for the bNIRS dataset. The figure compares the inference of the hemodynamic signal of the optimization-based result, left, with strategy (a), middle, and strategy (b), right. Strategy (b) significantly improves results when using the nonlinear model.