Table 8 Ablation study of window size in GCA module.
From: Multi-branch CNN and grouping cascade attention for medical image classification
Window size | Params (M) | FLOPs (G) | Acc | F1 | Precision | Recall | Auc |
|---|---|---|---|---|---|---|---|
BUSI | |||||||
5 | 25.2M | 6.5G | 0.9200 | 0.9050 | 0.9194 | 0.8948 | 0.9217 |
7 | 25.2M | 6.4G | 0.9333 | 0.9261 | 0.9326 | 0.9226 | 0.9404 |
9 | 25.2M | 6.5G | 0.9200 | 0.9049 | 0.9522 | 0.8730 | 0.9072 |
COVID19-CT | |||||||
5 | 25.2M | 6.5M | 0.9054 | 0.9054 | 0.9710 | 0.8481 | 0.9096 |
7 | 25.2M | 6.4G | 0.9257 | 0.9317 | 0.9146 | 0.9494 | 0.9240 |
9 | 25.2M | 6.5G | 0.9122 | 0.9182 | 0.9125 | 0.9241 | 0.9113 |
BUSI | |||||||
5 | 25.2M | 6.5G | 0.8569 | 0.8023 | 0.8113 | 0.7950 | 0.8734 |
7 | 25.2M | 6.4G | 0.8635 | 0.8090 | 0.8191 | 0.8012 | 0.8776 |
9 | 25.2M | 6.5G | 0.8560 | 0.8047 | 0.8122 | 0.7985 | 0.8748 |
