Table 9.
The ratio of OFM size and OFM depth (RSD) in CW and MemAC of different CONV layers for selected works in AlexNet SpCNNs
| Work | RSD | CONV1 | CONV2 | CONV3 | CONV4 | CONV5 |
|---|---|---|---|---|---|---|
| Kala et al. [58] | RSD in CW | 1:0.03 | 1:34 | 1:582 | 1:872 | 1:582 |
| RSD in MemAC | 1:0.04 | 1:34 | 1:585 | 1:877 | 1:585 | |
| This work | RSD in CW | 1:0.01 | 1:0.7 | 1:12 | 1:24 | 1:1820 |
| (Baseline model) | RSD in MemAC | 1:0.01 | 1:0.8 | 1:13 | 1:25 | 1:1851 |