Figure 13. Comparison of MAPE values for beat-level hemodynamic parameter estimation among different learning-based models. (A-C) correspond to LVET, SV, and CO, respectively. The bar height represents the mean MAPE calculated from n = 61 valid test beats, and the error bars indicate mean ± SD.