A fusion structure (10) and method of a convolutional neural network and a spiking neural network are provided. The structure includes a convolutional neural network structure (100), a spiking converting and encoding structure (200), and a spiking neural network structure (300). The convolutional neural network structure (100) includes an input layer, a convolutional layer, and a pooling layer. The spiking converting and encoding structure (200) includes a spiking converting neuron and a configurable spiking encoder. The spiking neural network structure (300) includes a spiking convolutional layer, a spiking pooling layer, and a spiking output layer.
FUSION STRUCTURE AND METHOD OF CONVOLUTIONAL NEURAL NETWORK AND SPIKING NEURAL NETWORK