The invention discloses an earphone
noise reduction method based on an improved Transform model, an earphone and a storage medium. The earphone
noise reduction method comprises the following steps: acquiring a current environment
audio signal, position information and attitude information of the earphone; extracting an audio feature sequence from the environment
audio signal; extracting an auxiliary feature sequence from the position information and the attitude information; inputting the audio feature sequence and the auxiliary feature sequence into an improved Transform model configured with a proxy attention mechanism to obtain a matching value of each scene type; and obtaining a target scene type according to the size of the matching value, and obtaining a
noise reduction parameter corresponding to the target scene type. By improving the Transform model and the multi-source feature information, the recognition and classification functions of the complex audio scene where the earphone is located are achieved, the efficiency and accuracy of recognizing the complex audio scene by the earphone are improved while low calculation complexity is kept, then the matching degree of adaptive
noise reduction of the earphone is improved, the adaptive
noise reduction effect of the earphone is improved, and the user experience is improved. And the user experience is improved.