Table 3 Segmentation performances for patients with residual tumor, for both architectures, all input configurations, and over the validation and test sets.
From: Segmentation of glioblastomas in early post-operative multi-modal MRI with deep neural networks
Input | Prot. | Arch. | Voxel-wise | Patient-wise | ||||
---|---|---|---|---|---|---|---|---|
DSC-P | DSC-TP | Recall | Precision | HD95 (mm) | mAVE (ml) | |||
A | Val | nnU-Net | 46.94±24.03 | 49.51±21.70 | 94.42±6.69 | 62.96±6.60 | 37.55±32.40 | 0.97 |
AGU-Net | 37.72±29.54 | 51.05±22.28 | 74.10±7.57 | 80.75±5.79 | 18.05±17.99 | 0.76 | ||
Test | nnU-Net | 52.38±21.14 | 53.43±19.77 | 98.04 | 70.83 | 22.99±32.03 | 1.49 | |
AGU-Net | 38.06±27.45 | 46.21±22.80 | 82.35 | 84.31 | 21.55±33.40 | 1.37 | ||
B | Val | nnU-Net | 52.97±22.66 | 55.62±19.63 | 95.08±5.73 | 66.82±6.06 | 29.02±31.02 | 0.51 |
AGU-Net | 39.71±28.25 | 51.54±20.59 | 77.15±7.14 | 82.30±4.60 | 16.84±18.09 | 0.65 | ||
Test | nnU-Net | 59.19±20.49 | 61.61±16.72 | 96.08 | 80.65 | 22.56±33.25 | 0.57 | |
AGU-Net | 43.76±27.61 | 53.14±20.23 | 82.35 | 87.76 | 21.28±35.39 | 0.89 | ||
C | Val | nnU-Net | 52.43±22.45 | 54.72±19.77 | 95.55±7.10 | 63.70±6.68 | 35.82±35.02 | 0.60 |
AGU-Net | 37.43±28.69 | 51.09±20.49 | 73.23±10.68 | 84.70±3.23 | 18.76±19.78 | 0.62 | ||
Test | nnU-Net | 58.14±21.01 | 60.51±17.52 | 96.08 | 76.12 | 25.43±35.27 | 0.55 | |
AGU-Net | 42.33±27.87 | 53.97±18.51 | 78.43 | 95.24 | 20.73±36.04 | 0.55 | ||
D | Val | nnU-Net | 52.80±22.59 | 55.26±19.73 | 95.35±6.40 | 66.21±5.72 | 25.08±28.91 | 0.48 |
AGU-Net | 41.02±28.08 | 52.45±20.14 | 78.28±6.25 | 85.16±5.24 | 15.87±16.62 | 0.55 | ||
Test | nnU-Net | 58.05±22.74 | 60.42±19.61 | 96.08 | 79.69 | 21.23±33.67 | 0.34 | |
AGU-Net | 40.84±28.62 | 52.07±20.96 | 78.43 | 93.02 | 19.97±26.64 | 0.69 | ||
E | Val | nnU-Net | 53.61±22.57 | 55.81±19.97 | 95.86±6.38 | 63.86±6.93 | 29.47±31.84 | 0.64 |
AGU-Net | 39.44±27.05 | 48.89±20.92 | 80.67±5.71 | 84.58±3.39 | 16.36±15.42 | 0.73 | ||
Test | nnU-Net | 56.30±21.07 | 58.60±17.84 | 96.08 | 76.12 | 19.50±30.01 | 0.69 | |
AGU-Net | 41.23±25.72 | 47.78±20.93 | 86.27 | 89.80 | 21.38±35.04 | 1.11 |