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. 2022 Jun 11;53(4):4499–4523. doi: 10.1007/s10489-022-03756-1

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