Table 3.
Evaluation results on clinical noncontrast CT cases. F1 scores are reported (leave-one-out and three-fold CV leaving one subject out) for the three evaluation stages: random forest (RF), graph-cuts (GC) and final refined graph-cuts (Ref. GC). The last two rows show the mean and standard deviation values.
CV |
3F |
|||||||
---|---|---|---|---|---|---|---|---|
Case | RFCHull | RF | GC | Ref. GC | RFCHull | RF | GC | Ref. GC |
1 | 74.8 | 56.8 | 78.0 | 81.0 | 74.3 | 55.2 | 76.7 | 79.8 |
2 | 79.6 | 65.5 | 87.7 | 90.8 | 76.4 | 63.8 | 87.5 | 90.6 |
3 | 80.3 | 59.6 | 88.7 | 89.4 | 79.8 | 59.7 | 88.9 | 89.7 |
4 | 80.2 | 57.9 | 92.9 | 93.7 | 80.0 | 57.3 | 92.1 | 93.0 |
5 | 82.7 | 66.7 | 95.5 | 97.1 | 79.3 | 64.4 | 92.0 | 93.7 |
6 | 81.2 | 60.1 | 91.4 | 92.8 | 79.2 | 59.2 | 87.3 | 87.7 |
Mean | 79.8 | 61.1 | 89.1 | 90.8 | 78.2 | 59.9 | 87.4 | 89.1 |
Std | 2.4 | 4.1 | 5.6 | 5.0 | 2.1 | 3.3 | 5.2 | 4.6 |