Fig. 9.

Comparison between inference of the molecular composition using the standard optimization methods and proposed network-based inference for training strategies (a) and (b) on the bNIRS dataset. The top row compares both strategies when using the linear model, where highly accurate neural network predictions are visible in both cases. The bottom row compares the strategies when using the nonlinear model, with strategy (b) delivering noticeably more accurate predictions.