Ear-worn device with neural network for noise reduction and/or spatial focusing using multiple input audio signals
An ear-worn device may include two or more microphones configured to generate time-domain audio signals, each of the two or more microphones configured to generate one of the time-domain audio signals; processing circuitry comprising analog processing circuitry, digital processing circuitry, beamforming circuitry, and short-time Fourier transformation (STFT) circuitry, the processing circuitry configured to generate, from the time-domain audio signals, one or more frequency-domain non-beamformed audio signals and one or more frequency-domain beamformed signals; and enhancement circuitry comprising neural network circuitry configured to receive multiple frequency-domain input audio signals originating from the one or more frequency-domain non-beamformed audio signals and the one or more frequency-domain beamformed signals, and implement a single neural network trained to generate, based on the multiple frequency-domain input audio signals, a noise-reduced and spatially-focused output audio signal or an output for generating a noise-reduced and spatially-focused output audio signal.
1 . An ear-worn device, comprising:
two or more microphones configured to generate audio signals, each of the two or more microphones configured to generate one of the audio signals;
processing circuitry comprising beamforming circuitry, the processing circuitry configured to generate, from the audio signals, multiple beamformed signals each having a different directional pattern; and
neural network circuitry downstream of the beamforming circuitry, the neural network circuitry configured to:
receive multiple inputs comprising or originating from the multiple beamformed signals; and
implement one or more neural networks trained to generate, based on processing together the multiple inputs comprising or originating from the multiple beamformed signals, a spatially-focused output audio signal or an output configured to generate the spatially-focused output audio signal;
wherein the spatially-focused output audio signal has a mapping of gain to direction-of-arrival different from any directional pattern of the multiple beamformed signals.
2 . The ear-worn device of claim 1 , further comprising interpolation circuitry configured to interpolate between:
one of the multiple inputs; and
the spatially-focused output audio signal, or a processed version thereof.
3 . The ear-worn device of claim 1 , wherein the generating of the spatially-focused output audio signal is based on a wearer selection of a size of a front-facing spatial region.
4 . A system comprising:
the ear-worn device of claim 3 ; and
a processing device in communication with the ear-worn device and configured to receive the wearer selection of the size of the front-facing spatial region.
5 . The system of claim 4 , wherein the processing device is configured to display multiple options for the size of the front-facing spatial region.
6 . The system of claim 4 , wherein the processing device is configured to display exactly two, exactly three, or exactly four options for the size of the front-facing spatial region.
7 . The system of claim 5 , wherein the processing device is configured, when displaying the multiple options for the size of the front-facing spatial region, to display graphical representations of the multiple options for the size of the front-facing spatial region.
8 . The ear-worn device of claim 1 , wherein the multiple beamformed signals include a beamformed signal having a dipole, hypercardioid, supercardioid, or cardioid directional pattern.
9 . The ear-worn device of claim 1 , wherein the mapping of gain to direction-of-arrival is relative to a wearer of the ear-worn device.
10 . The ear-worn device of claim 1 , wherein the mapping of gain to direction-of-arrival comprises applying a gain of 1 to audio generated from sounds coming from a target spatial region and applying a gain of 0 to audio generated from sounds coming from other spatial regions.
11 . The ear-worn device of claim 10 , wherein the target spatial region has an angle relative to a wearer of the ear-worn device of approximately equal to 50 degrees, approximately equal to 90 degrees, or between approximately 50 and approximately 90 degrees.
12 . The ear-worn device of claim 1 , wherein the mapping of gain to direction-of-arrival comprises mapping more than two spatial regions each to a different gain, and one or more of the spatial regions are processed with gains not equal to 1 or 0.
13 . The ear-worn device of claim 1 , further comprising:
an inertial measurement unit (IMU); and
second processing circuitry configured to track head movements of a wearer of the ear-worn device using measurements from the IMU and cause an absolute coordinate system to be used for spatial focusing based on the head movements.
14 . The ear-worn device of claim 1 , wherein the multiple beamformed signals include a front-facing beamformed signal and a back-facing beamformed signal.
15 . The ear-worn device of claim 1 , wherein the spatially-focused output audio signal comprises speech components with different gains based on their different directions-of-arrival.