Table 2. Performance evaluation of kidney tumor segmentation by size

Size Methods Balanced Accuracy(%) DSC (%) Precision (%) Recall (%)
Small (tumor<2.3cm) UNETR++ 81.92±16.72 57.32±31.89 69.93±29.35 63.90±33.44
Ours 80.09±19.72 56.37±37.84 71.82±27.78 60.20±39.43
Medium (2.3cm≤tumor<4.3cm) UNETR++ 88.98±12.39 77.23±24.25 83.57±19.61 78.04±24.80
Ours 88.73±12.65 77.14±23.45 85.87±16.34 77.53±25.34
Large (4.3cm≤tumor<7.4cm) UNETR++ 94.46±4.88 86.45±10.34 86.34±13.43 89.23±9.78
Ours 94.65±4.98 87.05±9.87 87.04±13.16 89.53±10.00
Extremely large (7.4cm≤tumor ) UNETR++ 96.28±3.28 91.85±6.91 91.71±8.72 93.09±6.56
Ours 96.52±2.85 92.29±7.54 92.18±9.18 93.54±5.56
Overall UNETR++ 90.43±11.81 78.48±24.08 83.13±20.71 81.08±23.69
Ours 90.07±12.95 78.54±25.42 85.07±18.92 80.33±25.97