Table 3.
Segmentation performances of Jaccard coefficient (JC), Dice similarity coefficient (DSC), precision (PR), and recall (RC) for the maxillary sinus (MS), maxillary sinus air region (MSA), and the lesions inside the maxillary sinus (MSL) by a 2.5D (U-net + +) network with different ensemble methods (unanimous, affirmative, and majority) (*: significant differences among 2.5D (U-net + +) networks with unanimous, affirmative and majority methods, and †: between 2.5D (U-net + +) of ResNet101 and Densenet169 with the majority method in JC and DSC (p < 0.05))
| MSA | MS | MSL | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| JC | DSC | PR | RC | JC | DSC | PR | RC | JC | DSC | PR | RC | |
| ResNet101 | ||||||||||||
| Unanimous | 0.931 ± 0.041 | 0.964 ± 0.023 | 0.992 ± 0.003 | 0.937 ± 0.041 | 0.892 ± 0.062 | 0.942 ± 0.036 | 0.993 ± 0.004 | 0.898 ± 0.062 | 0.652 ± 0.170 | 0.775 ± 0.135 | 0.883 ± 0.092 | 0.698 ± 0.160 |
| Affirmative | 0.935 ± 0.029 | 0.966 ± 0.016 | 0.948 ± 0.020 | 0.985 ± 0.017 | 0.932 ± 0.024 | 0.965 ± 0.013 | 0.947 ± 0.022 | 0.984 ± 0.010 | 0.767 ± 0.121 | 0.862 ± 0.084 | 0.857 ± 0.062 | 0.871 ± 0.113 |
| Majority | 0.947 ± 0.031 | 0.973 ± 0.017 | 0.978 ± 0.007 | 0.968 ± 0.029 | 0.940 ± 0.023* | 0.969 ± 0.012* | 0.979 ± 0.010 | 0.959 ± 0.021 | 0.770 ± 0.132* | 0.864 ± 0.091* | 0.904 ± 0.054 | 0.831 ± 0.122 |
| Densenet169 | ||||||||||||
| Unanimous | 0.931 ± 0.039 | 0.964 ± 0.022 | 0.991 ± 0.004 | 0.939 ± 0.039 | 0.921 ± 0.027 | 0.959 ± 0.015 | 0.991 ± 0.006 | 0.929 ± 0.028 | 0.715 ± 0.162 | 0.822 ± 0.124 | 0.888 ± 0.079 | 0.771 ± 0.151 |
| Affirmative | 0.932 ± 0.032 | 0.964 ± 0.018 | 0.943 ± 0.025 | 0.987 ± 0.018 | 0.927 ± 0.030 | 0.962 ± 0.017 | 0.938 ± 0.031 | 0.988 ± 0.008 | 0.759 ± 0.118 | 0.858 ± 0.082 | 0.847 ± 0.055 | 0.874 ± 0.120 |
| Majority | 0.948 ± 0.03 | 0.973 ± 0.016 | 0.977 ± 0.008 | 0.970 ± 0.029 | 0.947 ± 0.018*† | 0.973 ± 0.010*† | 0.974 ± 0.013 | 0.971 ± 0.015 | 0.787 ± 0.127*† | 0.875 ± 0.086*† | 0.897 ± 0.053 | 0.858 ± 0.120 |