Table 4.
H. Y. Wang et al. (2014) [2] | Du Y.-C. et al. (2018) [8] | D. F. Yeih et al. (2014) [4] | J. X. Wu et al. (2015) [9] | P. Y. Chiang et al. (2017) [10] | F. Zhu et al. (2016) [13] | This Work | |
---|---|---|---|---|---|---|---|
Sensor | Stethoscope Auscultation | Bilateral PPG | Stethoscope Auscultation | Ultrasound | Single PPG | Camera | Single PPG |
Assessing Index | DOS | DOS | DOS | DOS | BFV | BFV | DOS and BFV |
Principle | Acoustic | Optical | Acoustic | Doppler | Optical | Optical | Optical |
Communication | Wireless | Wired | Wireless | Wired | Wireless | Wired | Wireless |
Assessing Algorithm | Neural Network | Neural Network | Support Vector Machine | Color Relation Analysis | Neural Network | Optic Flow Methods | Support Vector Machine |
Size | 9 cm × 4 cm × 2 cm | Large | - | Large | 9 cm × 8 cm × 4 cm | Large | 9 cm × 3.5 cm × 1.5 cm |
Number of Subjects | 479 | 11 | 22 | 50 | 40 | 40 | DOS: 74 BFV: 79 |
Accuracy | 87.8% | 94.82% | 84.3% | 83% | R2 = 0.7176 * | R2 = 0.71 * (with 32.5% outlier subjects) |
DOS: 87.84% BFV: 88.61% |
Type II Error | 10.75% | - | 16.7% | - | >50% | - | DOS: 6.67% BFV: 3.28% |
* Correlation to ground truth is regarded as accuracies.