Table 7.
KiTS19 DSC performance comparison with baseline methods. The UNesT achieves the highest DSC on the with-held test set.
| Model | Kidney | Tumor | Avg |
|---|---|---|---|
| nnUNeT (Isensee et al., 2021) | 0.9643 | 0.8287 | 0.8965 |
| nnFormer (Zhou et al., 2021a) | 0.9723 | 0.8348 | 0.9036 |
| CoTr (Xie et al., 2021b) | 0.9735 | 0.8341 | 0.9038 |
| TransBTS (Wang et al., 2021a) | 0.9740 | 0.8374 | 0.9057 |
| UNETR (Hatamizadeh et al., 2022) | 0.9746 | 0.8382 | 0.9064 |
| Swin UNETR (Tang et al., 2022) | 0.9751 | 0.8397 | 0.9074 |
|
| |||
| UNEST (Ours) | 0.9794 | 0.8439 | 0.9117 |