Advancements in Algorithms and Neuromorphic Hardware for Spiking Neural Networks

Mirsadeghi et al. (2021) SNN Temporal coding 784-500-10 Linear SRM Supervised STiDi-BP 60,000/10,000 97.4 Fu & Dong (2021) Spiking CNN Rank order coding NA LIF Unsupervised Variable threshold

+ STD 60,000/10,000 99.27 Qu et al. (2020) SNN Temporal coding 784-400-400-10 Nonleaky IF Unsupervised STDP 60,000/10,000 92 Xu et al. (2020) Deep CovDenseSNN Rate coding 6C6@28×28-12C5-24C5-P LIF Unsupervised Hybrid spike-based learning. STDP 60,000/10,000 91.4 Xu et al. (2020) Spiking CNN Rate coding 5C5-2P-64C5-2P-10FC IF Supervised Conversion rule 70,000 99.09 Wang et al. (2020) Deep SNN Rate coding 64C3-MP2-64C3-2MP-128FC-10 LIF Supervised Weights-threshold balance conversion 60,000/10,000 99.43 Zhou et al. (2019) Spiking CNN Temporal coding NA Nonleaky IF Supervised Temporal backpropagation 60,000/10,000 98.50 Zheng and Mazumder (2018a) SNN Rate coding 784-300-100-10 LIF Supervised Online learning stochastic GD 60,000/10,000 97.8 Kulkarni and Rajendran (2018) SNN NA 784-8112-10 LIF Supervised Normalized approximate descent 50,000/10,000 98.17 Lee et al. (2018) Deep CovDenseSNN Rate coding 28

×28-20C5-2P-50C5-2P-200FC-10FC LIF Semisupervised STDP-based pretraining

+ backpropagation 60,000/10,000 99.28 Shrestha and Orchard (2018) Deep SNN Temporal coding 28×28-12c5-2a-64c5-2a-10o LIF Supervised Backpropagation 60,000/10,000 99.36 Tavanaei et al. (2018) Spiking CNN Temporal coding 64C5-2P-1500FC-10FC LIF Both STDP rep. learning and BP-STDP 60,000/10,000 98.60 Mostafa (2017) SNN Temporal coding 784-400-400-10 Nonleaky IF Supervised Temporal backpropagation 60,000/10,000 97.14 Xu et al. (2017) Spiking ConvNet Rate coding 28×28-32c5-2s-64c5-2s-1024f-10o IF Supervised Conversion rule 20,000 99.17 Stromatias et al. (2017) Spiking CNN Temporal coding NA LIF Supervised Stochastic GD 60,000/10,000 98.42