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Ablation study on the effectiveness of CNN branch and transformer branch.
| Model | Params | TFlops | Acc | PA | WT | MT | BCA | OBL |
|---|---|---|---|---|---|---|---|---|
| TransMed-T | 17 M | 0.09 | 87.0 ± 2.6 | 80.1 ± 13.8 | 87.3 ± 3.0 | 90.7 ± 5.1 | 82.5 ± 15.3 | 93.6 ± 3.3 |
| w/o transformer | 12 M | 0.01 | 71.3 ± 2.5 | 71.6 ± 17.8 | 78.9 ± 3.9 | 73.9 ± 12.5 | 66.9 ± 13.1 | 69.9 ± 13.3 |
| w/o CNN | 5 M | 0.07 | 51.3 ± 5.9 | 20.0 ± 18.7 | 61.5 ± 13.5 | 37.0 ± 5.7 | 41.7 ± 40.1 | 51.0 ± 16.4 |
