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. 2020 Jun 30;14:653. doi: 10.3389/fnins.2020.00653

Table 16.

Accuracy and Energy Efficiency EE for AGD trained SNN topologies (refer Table 17) with hybrid ReLU/LIF neurons of latency T = 10 and corresponding ANN on Imagenet data.

Model ANN
T = 1
SNN
T = 10
EE =
EANN(1×)ESNN
(Accuracy%)
VGG13 Top-1 69.9
Top-5 89.9
Top-1 67.6
Top-5 88.23
1.31x