Neural network reasoning acceleration method, target detection method, equipment and storage medium

The invention discloses a neural network reasoning acceleration method, a target detection method, equipment and a storage medium. The neural network reasoning acceleration method comprises the steps of obtaining a to-be-accelerated neural network model and an acceleration data set; the acceleration data set is used for carrying out automatic acceleration processing on the neural network model to be accelerated to obtain an accelerated neural network model, acceleration processing comprises at least one of model compression, graph optimization and deployment optimization, and model compression comprises at least one of model quantification, model pruning and model distillation; the graph optimization is optimization for a directed graph of the to-be-accelerated neural network model, and the deployment optimization is optimization for a deployment platform of the to-be-accelerated neural network model; and reasoning and evaluating the accelerated neural network model. The efficiency of artificial intelligence