Spike-Based Approximate Backpropagation Algorithm of Brain-Inspired Deep SNN for Sonar Target Classification

Table 2

LeNet5 and ResNet11 network architecture.

LeNet5				ResNet11
Layer	Kernel	Channel	Stride	Layer	Kernel	Channel	Stride
Conv	1 × 5 × 5	20	1	Conv	3 × 3 × 3	64	1
Avgpool	2 × 2	20	2	Avgpool	2 × 2	20	2
Conv	20 × 5 × 5	50	1	Conv	64 × 3 × 3	128	1
Avgpool	2 × 2	50	2	Conv	128 × 3 × 3	128	1
				Shortcut	64 × 1 × 1	128	1
				Conv	128 × 3 × 3	256	1
				Conv	256 × 3 × 3	256	2
				Shortcut	128 × 1 × 1	256	2
				Conv	256 × 3 × 3	512	1
				Conv	512 × 3 × 3	512	1
				Shortcut	256 × 1 × 1	512	1
				Conv	512 × 3 × 3	512	1
				Conv	512 × 3 × 3	512	2
				Shortcut	512 × 1 × 1	512	2
FC		200		FC		1024
Output		10		Output		10