Method for audio processing in a hearing device to provide for a speech enhancement

A method of audio processing in a hearing device to provide for speech enhancement, the hearing device configured to be worn at an ear of a user, the method comprising:

• receiving an input signal from an audio input unit;
• and
• processing the input signal so as to obtain an output signal for an audio output unit configured to output the output signal, wherein the processing comprises
• separating one or more speech signals from the input signal in a neural network, wherein the output signal is based on one or more of the separated speech signals,
• characterized by detecting, by the neural network, whether the input signal comprises an own-voice component representative of a speech of the user, wherein, when the own-voice component is detected, the input signal is processed so as to provide for an effective attenuation of the own-voice component in the output signal relative to one or more of the separated speech signals in the output signal when the own-voice component is undetected.