The invention discloses an audio
bandwidth extension coding and decoding method and device based on a deep
neutral network. The device includes a coding unit and a decoding unit. The coding unit includes an envelope
preprocessor module, a high-frequency parameter extraction module, a low-frequency coding module and a code
stream generation module. The decoding unit includes a code
stream input module, a high-frequency parameter decoding module, a low-frequency
signal decoding module, an auto-
encoder parameter prediction module, a deep
neutral network fine structure prediction module, a high-frequency
signal reconstruction module, and a
signal synthesis module. A
fine structure of a high-frequency portion is predicated through autocorrelation between a signal low-frequency portion and a signal high-frequency portion by using a deep
neutral network prediction method; then, the
fine structure and edge information, obtained by a coding end, of the high-frequency portion are combined, and the signal high-frequency portion is reconstructed; and finally, the signal low-frequency portion and the signal high-frequency portion are fused, and a final
recovery signal is obtained. Compared with a conventional method, the method has the advantages that the
code rate is greatly reduced, and the tone quality is equivalent to that of the conventional method.