Table 2.
Summary of performance metrics for anatomical structure segmentation using the DeepLabv3-based (A) and SegFormer-based (B) combined models (common encoder with structure-specific decoders) on the test dataset (for each metric, mean and standard deviation are displayed).
Anatomical structure | F1 score | IoU | Precision | Recall | Specificity | |
---|---|---|---|---|---|---|
A. DeepLabv3 | Abdominal wall | 0.86±0.11 | 0.77±0.15 | 0.81±0.15 | 0.95±0.09 | 0.95±0.04 |
Colon | 0.75±0.19 | 0.63±0.21 | 0.71±0.18 | 0.84±0.23 | 0.95±0.04 | |
Inferior mesenteric artery | 0.53±0.25 | 0.40±0.21 | 0.52±0.22 | 0.68±0.32 | 0.99±0.01 | |
Intestinal veins | 0.46±0.32 | 0.35±0.27 | 0.70±0.23 | 0.48±0.36 | 1.00±0.00 | |
Liver | 0.65±0.34 | 0.57±0.33 | 0.76±0.23 | 0.69±0.38 | 0.98±0.03 | |
Pancreas | 0.32±0.30 | 0.23±0.24 | 0.61±0.33 | 0.32±0.35 | 0.99±0.01 | |
Small intestine | 0.81±0.19 | 0.72±0.21 | 0.81±0.17 | 0.87±0.23 | 0.96±0.03 | |
Spleen | 0.78±0.24 | 0.69±0.24 | 0.76±0.18 | 0.89±0.26 | 0.99±0.01 | |
Stomach | 0.63±0.32 | 0.53±0.29 | 0.68±0.23 | 0.74±0.37 | 0.98±0.02 | |
Ureter | 0.40±0.28 | 0.29±0.22 | 0.44±0.27 | 0.56±0.40 | 0.99±0.01 | |
Vesicular glands | 0.42±0.27 | 0.30±0.23 | 0.41±0.30 | 0.56±0.36 | 0.98±0.02 | |
B. SegFormer | Abdominal wall | 0.76±0.24 | 0.66±0.24 | 0.78±0.15 | 0.86±0.28 | 0.92±0.07 |
Colon | 0.64±0.27 | 0.52±0.24 | 0.66±0.19 | 0.78±0.34 | 0.93±0.06 | |
Inferior mesenteric artery | 0.40±0.24 | 0.28±0.18 | 0.37±0.21 | 0.68±0.38 | 0.97±0.02 | |
Intestinal veins | 0.43±0.33 | 0.33±0.27 | 0.63±0.24 | 0.52±0.41 | 0.99±0.01 | |
Liver | 0.62±0.35 | 0.53±0.32 | 0.76±0.19 | 0.71±0.40 | 0.95±0.07 | |
Pancreas | 0.35±0.32 | 0.26±0.25 | 0.56±0.28 | 0.43±0.41 | 0.99±0.01 | |
Small intestine | 0.78±0.19 | 0.67±0.20 | 0.74±0.14 | 0.90±0.23 | 0.94±0.06 | |
Spleen | 0.71±0.24 | 0.59±0.23 | 0.65±0.21 | 0.89±0.25 | 0.99±0.01 | |
Stomach | 0.65±0.32 | 0.55±0.29 | 0.71±0.22 | 0.75±0.36 | 0.98±0.02 | |
Ureter | 0.38±0.29 | 0.27±0.23 | 0.43±0.27 | 0.55±0.40 | 0.99±0.01 | |
Vesicular glands | 0.38±0.25 | 0.26±0.20 | 0.32±0.25 | 0.66±0.35 | 0.96±0.03 |
AI, artificial intelligence; IoU, Intersection-over-Union; SD, standard deviation.