Table 4. aPSNR values of different down-sampling methods.
Cases | DLFBP Sinogram | DLFBP CT Image | ||||||
---|---|---|---|---|---|---|---|---|
Max-pooling | Mean-pooling | Strided-Conv. | Max-pooling | Mean-pooling | Strided-Conv. | |||
Sparse-view | Synthetic aPSNR(dB) | 90 views | 52.57 | 52.86 | 53.29 | 38.50 | 37.42 | 39.01 |
60 views | 46.40 | 45.87 | 46.47 | 34.97 | 35.21 | 35.52 | ||
Experimental aPSNR(dB) | 90 views | 52.54 | 51.21 | 53.15 | 39.67 | 39.10 | 40.22 | |
60 views | 48.33 | 48.62 | 49.30 | 36.54 | 35.44 | 37.21 | ||
Limited-view | Synthetic aPSNR(dB) | [0 − 120°] | 38.49 | 38.35 | 39.74 | 33.01 | 33.65 | 33.78 |
[0 − 90°] | 38.23 | 38.54 | 38.99 | 31.98 | 32.14 | 32.38 | ||
Experimental aPSNR(dB) | [0 − 120°] | 46.54 | 46.87 | 47.03 | 45.32 | 45.11 | 46.93 | |
[0 − 90°] | 43.21 | 44.43 | 44.50 | 42.88 | 43.20 | 43.69 |