Table 15.
Compiled results of Fig. 12 - Part 2: Comparison of fixed-resolution networks and multi-resolution FastSurferVINN. State-of-the-art FastSurferCNN and optimized FastSurferCNN* trained on 120 mm scans are compared to FastSurferVINN trained on a mixed set (60 high-resolution and 60 1.0 mm scans). Note, that the scans are equivalent between the training sets and only differ in their resolution. Dice Similarity Coefficient (DSC) and average surface distance (ASD) are reported for six 1.0 mm datasets.
| Networks | FastSurferCNN (n = 120) | FastSurferCNN* (n = 120) | FastSurferVINN (n = 120) | |
|---|---|---|---|---|
| DSC | ABIDE-I | 83.33 (± 4.29) | 84.55 (± 3.46) | 85.30 (± 2.88) |
| ADNI | 86.99 (± 2.15) | 87.59 (± 2.09) | 87.94 (± 1.91) | |
| IXI | 84.46 (± 4.61) | 85.22 (± 5.05) | 86.14 (± 3.70) | |
| LA5C | 88.3 (± 1.40) | 88.84 (± 1.33) | 89.25 (± 1.35) | |
| OASIS1 | 88 (± 1.38) | 88.53 (± 1.37) | 88.89 (± 1.39) | |
| OASIS2 | 87.36 (± 1.53) | 87.81 (± 1.51) | 88.18 (± 1.26) | |
| ASD | ABIDE-I | 0.441 (± 0.140) | 0.416 ( ± 0.129) | 0.402 (± 0.125) |
| ADNI | 0.315 (± 0.094) | 0.294 ( ± 0.086) | 0.281 (± 0.079) | |
| IXI | 0.381 (± 0.128) | 0.367 (± 0.148) | 0.332 (± 0.106) | |
| LA5C | 0.273 (± 0.045) | 0.256 (± 0.044) | 0.241 (± 0.043) | |
| OASIS1 | 0.278 (± 0.062) | 0.264 ( ± 0.063) | 0.255 (± 0.066) | |
| OASIS2 | 0.29 (± 0.048) | 0.276 ( ± 0.048) | 0.262 (± 0.039) |