Table 1 Comparison of computational costs among ANNs, SNNs, and HNNs.
From: A framework for the general design and computation of hybrid neural networks
Networks | Operations (106 × OPS) | Power consumption (μJ/inference) | Peak (fps) | ||
|---|---|---|---|---|---|
#Add. | #Mul. | #Logic and. | |||
ANNs | 3600 | 3580 | \ | 272 | 546.1 |
SNNs | 377 | 44.5 | 355 | 106 | 6613.8 |
HNNs | 707 | 372 | 355 | 129 | 5952.4 |