A self-adaptive leakage value neuron information processing method and system. The method comprises: receiving front-end pulse neuron output information (S100'); reading the current pulse neuron information, wherein the current pulse neuron information comprises self-adaptive membrane potential leakage information (S200'); calculating the current pulse neuron output information according to the front-end pulse neuron output information and the current pulse neuron information (S300'); updating the self-adaptive membrane potential leakage information according to the current pulse neuron output information (S400'); and outputting the current pulse neuron output information (S500'). The self-adaptive leakage value neuron information processing system uses self-adaptive membrane potential leakage information to participate in the calculation of the current pulse neuron output information, uses the calculated current pulse neuron output information to update the self-adaptive membrane potential information, so as to participate in calculation in the next time step, and achieves a good balance between the sensitivity and stability of a neural network.
SELF-ADAPTIVE THRESHOLD NEURON INFORMATION PROCESSING METHOD, SELF-ADAPTIVE LEAKAGE VALUE NEURON INFORMATION PROCESSING METHOD AND SYSTEM, AND COMPUTER DEVICE AND READABLE STORAGE MEDIUM