Table 7.

CIFAR10 network topologies for STDP training methodology.

Model	Configuration	BackRes	Skip
ResNet2	Input–Conv1(3,36,3 × 3/1)–Conv2(36,36,3 × 3/1)–	Not applicable	Input-to-Conv2, Conv1-to-FC1
	–Pool(2 × 2/2)–FC1(18432,1024)–FC2(1024,10)
ResNet3	Input–Conv1(3,36,3 × 3/1)–	Not applicable	Input-to-Conv2, Conv1-to-FC1, Conv2-to-FC1
	–Conv2(36,36,3 × 3/1)–
	–Conv3(36,36,3 × 3/1)–Pool(2 × 2/2)–
	–FC1(27648,1024)–FC2(1024,10)
ResNet2x2	Input–Conv1(3,36,3 × 3/1)–	$\text{[Conv2]}$ repeated 2 times	Input-to-Conv2, Conv1-to-FC1
	–$\text{Conv2}(\mathrm{36,36,3}\times \mathrm{3/1})$–
	–$\text{Conv2}(\mathrm{36,36,3}\times \mathrm{3/1})$–Pool(2 × 2/2)–
	–FC1(18432,1024)–FC2(1024,10)

Notations are same as that of Table 3. Layers with BackRes connections and repeated computations have been highlighted in red. Forward Residual or Skip connections between layers of a network are denoted in blue.