The embodiments of the invention disclose a music quality evaluation method, a music quality evaluation apparatus, a computer device and a storage medium. The method includes the following steps that:to-be-evaluated audio information is acquired; the to-be-evaluated audio information is converted into a frequency spectrum with a frequency adopted as a limiting condition; and the frequency spectrum of the to-be-evaluated audio information is inputted into a preset sound quality evaluation model, so that the evaluation information of the to-be-evaluated audio information is obtained, wherein the sound quality evaluation model is a convolutional neural network model that is pre-trained to achieve convergence. The to-be-evaluated audio information is converted into the frequency map, and thefrequency spectrum is evaluated with the sound quality evaluation model obtained by means of convolutional neural network model raining, so that the evaluation information of each piece of music is obtained, and therefore, a user can be facilitated to screen music according to the evaluation information, and therefore, the interference of low-quality music on the user can be avoided, and a networkenvironment can be purified.