Abstract: Rendering an audio stream with one or more channels in real time through one or more playing devices. Audio processing circuitry including an audio enhancement capable processor is configured to input the audio stream as an audio stream in digital format. Each channel of said audio stream is separated into a plurality of K audio stem streams. Audio enhancement processes adapted to respective contents of the K audio stem streams are applied to the K audio stem streams to produce processed audio stem streams. The processed audio stem streams are summed into an output audio stream of one or more audio channels to be rendered by the one or more playing devices.

Abstract: A trained machine configured to input a stereo sound track and separate the stereo sound track into multiple N separated stereo audio signals respectively characterized by multiple N audio content classes. All stereo audio as input in the stereo sound track is included in the N separated stereo audio signals. A mixing module is configured to spatially localize symmetrically and without cross-talk, between left and right, the N separated stereo audio signals into multiple output channels. The output channels include respective mixtures of one or more of the N separated stereo audio signals. Gain is adjusted of the output channels into left and right binaural outputs to conserve summed levels of the N separated stereo audio signals distributed over the output channels.

Abstract: A trained machine configured to input a stereo sound track and separate the stereo sound track into multiple N separated stereo audio signals respectively characterized by multiple N audio content classes. All stereo audio as input in the stereo sound track is included in the N separated stereo audio signals. A mixing module is configured to spatially localize symmetrically and without cross-talk, between left and right, the N separated stereo audio signals into multiple output channels. The output channels include respective mixtures of one or more of the N separated stereo audio signals. Gain is adjusted of the output channels into left and right binaural outputs to conserve summed levels of the N separated stereo audio signals distributed over the output channels.