Table 2. Quantification results of the methods adopted for synthetic measurements.
Methods | Sensitivity matrix size | Reconstruction time (s) | Regularization parameter |
---|---|---|---|
Full data | 46,128 × 28,830 | 2,942 | 0.016 |
After SNR filter (threshold = 2.02) | 27,869 × 28,830 | 2,100 | 0.753 |
After CNR filter (threshold = 7.5) | 24,025 × 28,830 | 1,896 | 0.005 |
After PCA reduction (CPV = 95.8%) | 35,000 × 28,830 | 1,937 | 0.259 |
After SNR, CNR filter (threshold of SNR = 2.0/CNR = 6.5) | 37,479 × 28,830 | 2,178 | 0.896 |
After SNR, CNR filter & PCA (threshold of SNR = 2.0/CNR = 6.5/CPV = 95%) | 28,123 × 28,830 | 1,484 | 0.001 |