Table 4.
Performance of the experiments of selecting optimal PMB-SCN on the Test set2.
| Model | Kernel Number of the Slow Pathway | Layer | Top-1 Accuracy (%) | Views Accuracy (%) | Memory (Mb) | Parameters (Mb) | Time Consumption (ms) |
|---|---|---|---|---|---|---|---|
| PMB-SCN | [64,64,128,256,512] | 34 | 96.92 | 96.10 | 160.19 | 41.41 | 95.77 |
| [64,128,256,512,1024] | 34 | 98.46 | 96.59 | 637.87 | 165.46 | 50.11 | |
| [64,128,256,512,1024] | 18 | 97.69 | 97.26 | 330.14 | 86.03 | 88.55 |
The top-1 accuracy indicated the percentage of the same number of softmax predictions as the labels in the test set. The views accuracy represented the percentage of correct prediction in the total views.