Image Segmentation
medical
fhofmann's picture
Readme, splits, metrics
52d4fa6 verified

Model metrics

Model testing was performed in the held-out test set of the dataset. The Dice similarity index (Dice) and the normalized surface distance (NSD) were calculated for each label individually, and 95% confidence were computed using bootstrap resampling with 1000 iterations.

Class ID Class Description Dice NSD
0 background 1.0 [1.0 - 1.0] 0.999 [0.999 - 1.0]
1 T1 0.946 [0.928 - 0.958] 0.979 [0.961 - 0.99]
2 T2 0.954 [0.94 - 0.965] 0.993 [0.985 - 0.998]
3 T3 0.956 [0.939 - 0.969] 0.989 [0.976 - 0.998]
4 T4 0.946 [0.917 - 0.968] 0.979 [0.956 - 0.996]
5 T5 0.949 [0.923 - 0.968] 0.981 [0.961 - 0.997]
6 T6 0.947 [0.919 - 0.969] 0.978 [0.955 - 0.997]
7 T7 0.94 [0.908 - 0.966] 0.97 [0.941 - 0.992]
8 T8 0.941 [0.912 - 0.966] 0.969 [0.944 - 0.991]
9 T9 0.934 [0.903 - 0.959] 0.962 [0.937 - 0.985]
10 T10 0.933 [0.906 - 0.959] 0.963 [0.94 - 0.985]
11 T11 0.927 [0.897 - 0.955] 0.951 [0.923 - 0.978]
12 T12 0.931 [0.9 - 0.958] 0.955 [0.926 - 0.981]
13 L1 0.938 [0.907 - 0.963] 0.959 [0.928 - 0.984]
14 L2 0.962 [0.943 - 0.978] 0.982 [0.963 - 0.997]
15 L3 0.962 [0.94 - 0.978] 0.981 [0.957 - 0.996]
16 L4 0.952 [0.923 - 0.971] 0.968 [0.939 - 0.988]
17 L5 0.936 [0.91 - 0.955] 0.958 [0.932 - 0.976]
18 L6 0.0 [0.0 - 0.0] 0.0 [0.0 - 0.0]
19 Sacrum 0.958 [0.951 - 0.965] 0.983 [0.975 - 0.988]
20 Os coccygis NA NA
21 T13 0.0 [0.0 - 0.0] 0.0 [0.0 - 0.0]