Figure 1.

Overview of proposed DL model framework for estimating vital signs using IR-UWB radar signals. It consists of data preprocessing and vitals predictor parts. In data preprocessing, input data segments are extracted through clutter removal, index extraction, and normalization. In vitals prediction, the extracted segments are input into the CNN model that processes 1D and 2D signals, and RR and HR are extracted as final outputs.