Table 4.
Accelerated Scan | p-value | |||||
---|---|---|---|---|---|---|
Qualitative metrics | Reader | DNN-N1pros | TSE-N1pros | TSE-Conv | DNN-N1pros vs TSE-N1pros | DNN-N1pros vs TSE-Conv |
Overall image quality | ||||||
1 | 5 [4–5] | 3 [3–3] | 4 [4–4] | <0.001 | <0.001 | |
2 | 4 [4–5] | 3 [2–3] | 5 [5–5] | <0.001 | <0.001a | |
Perceived SNR | ||||||
1 | 5 [5–5] | 3 [3–3] | 4 [4–4] | <0.001 | <0.001 | |
2 | 5 [5–5] | 3 [3–3] | 5 [4–5] | <0.001 | <0.004 | |
Artifacts | ||||||
1 | 3 [2–4] | 3 [2–4] | 3 [3–4] | 0.002b | 0.825 | |
2 | 4 [4–4] | 4 [3–4] | 4 [4–5] | 0.102 | <0.001a | |
Sharpness | ||||||
Prostate | 1 | 5 [4–5] | 4 [3–4] | 4 [4–5] | <0.001 | 0.052 |
2 | 5 [4–5] | 3 [3–4] | 5 [5–5] | <0.001 | 0.013 | |
Seminal vesicle | 1 | 5 [4–5] | 4 [3–4] | 5 [3–5] | <0.001 | 0.272 |
2 | 5 [4–5] | 3 [3–3] | 5 [4–5] | <0.001 | 0.366 | |
Rectal wall | 1 | 5 [4–5] | 4 [3–4] | 4 [4–5] | <0.001 | 0.134 |
2 | 5 [4–5] | 4 [3–4] | 5 [5–5] | <0.001 | 0.132 | |
Urinary bladder | 1 | 4 [4–5] | 4 [4–4] | 4 [4–4] | <0.001 | 0.007 |
2 | 4 [4–5] | 3 [3–4] | 4 [4–5] | <0.001 | 0.285 | |
Obturator muscle | 1 | 5 [5–5] | 5 [4–5] | 5 [5–5] | <0.001 | >0.999 |
2 | 5 [5–5] | 4 [4–4] | 5 [5–5] | <0.001 | 0.025 |
N represents the number of acquisitions; DNN, a deep neural network; SNR, Signal-to-noise ratio; TSE, turbo spin echo images; TSE-Conv, turbo spin echo images from conventional scans;pros, the prospective test set was acquired with accelerated scans.
Bold numbers indicate statistically significant p-value with Bonferroni correction (p < 0.05/2).
indicates that DNN shows significantly lower values than TSE.
DNN-N1pros shows significantly higher artifact scores than TSE-N1pros (Averaged score: DNN-N1pros = 3.3 and TSE-N1pros = 2.8).