Neural-network based denoising of audio signals received by an ear-worn device controlled based on activation of a user input device on the ear-worn device

1. A hearing aid system, comprising:

a first hearing aid, comprising:

a non-programmable first user input device that is not programmable by a user nor by an audiologist;

first control circuitry configured to receive a first activation signal from the non-programmable first user input device;

one or more microphones;

first neural network circuitry configured to denoise audio signals received by the one or more microphones; and

first communication circuitry;

a second hearing aid, comprising:

a second user input device;

second control circuitry configured to receive a second activation signal from the second user input device; and

second neural network circuitry; and

a processing device in operative communication with at least one of the first hearing aid and the second hearing aid over a wireless connection;

wherein:

the first hearing aid is configured to:

detect, using the first control circuitry, user activation of the non-programmable first user input device;

control, using the first control circuitry and based on the detecting of the user activation of the non-programmable first user input device on the first hearing aid, switching between enabling and disabling of the first neural network circuitry; and

transmit, using the first communication circuitry, an indication of the enabling or the disabling of the first neural network circuitry to the processing device; and

the second hearing aid is configured to:

detect, using the second control circuitry, user activation of the second user input device; and

control, using the second control circuitry and based on the detecting of the user activation of the second user input device, an action different from switching between enabling and disabling of the second neural network circuitry.

2. The hearing aid system of claim 1 , wherein the non-programmable first user input device comprises a push button, a dial, a rocker switch, a slider switch, a touch-sensitive area, or a microphone.

3. The hearing aid system of claim 1 , wherein the first neural network circuitry is further configured to implement a recurrent neural network.

4. The hearing aid system of claim 1 , wherein the first neural network circuitry is configured to denoise the audio signals received by the one or more microphones by reducing a noise component of the audio signals by equal to or more than 15 dB without audible degradation in speech of the audio signals.

5. The hearing aid system of claim 1 , wherein the processing device comprises a display and a speaker, and wherein the processing device is configured, based on receiving the indication of the enabling or the disabling of the first neural network circuitry from the first hearing aid, to output a notification of the enabling or the disabling of the first neural network circuitry as a visual notification on the display and/or as an audio notification from the speaker.

6. The hearing aid system of claim 1 , wherein the first hearing aid is further configured to play an audible notification regarding the enabling or the disabling of the first neural network circuitry.

7. The hearing aid system of claim 6 , wherein the audible notification comprises words.

8. The hearing aid system of claim 6 , wherein the audible notification comprises one or more tones.

9. The hearing aid system of claim 8 , wherein the one or more tones comprise tones on an ascending scale in response to the enabling of the first neural network circuitry, and the one or more tones comprise tones on a descending scale in response to the disabling of the first neural network circuitry.

10. The hearing aid system of claim 1 , wherein:

the first hearing aid is further configured, based on the detecting of the user activation of the non-programmable first user input device on the first hearing aid, to transmit an indication of the user activation of the non-programmable first user input device on the first hearing aid to the second hearing aid; and

the second control circuitry of the second hearing aid is configured, based on receiving the indication of the user activation of the non-programmable first user input device on the first hearing aid, to control the switching between the enabling and the disabling of the second neural network circuitry.

11. The hearing aid system of claim 1 , wherein:

the first hearing aid is further configured, based on the detecting of the user activation of the non-programmable first user input device on the first hearing aid, to transmit a first indication of the user activation of the non-programmable first user input device to the processing device;

the processing device is configured, based on receiving the first indication of the user activation of the non-programmable first user input device on the first hearing aid, to transmit a second indication of the user activation of the non-programmable first user input device to the second hearing aid; and

the second hearing aid is further configured, based on receiving the second indication of the user activation of the non-programmable first user input device on the first hearing aid, to control the switching between the enabling and the disabling of the second neural network circuitry.

12. The hearing aid system of claim 1 , wherein the action different from the switching between the enabling and the disabling of the second neural network circuitry comprises changing volume.

13. The hearing aid system of claim 12 , wherein the second user input device comprises multiple push buttons and the non-programmable first user input device comprises one push button.

14. The hearing aid system of claim 13 , wherein one of the multiple push buttons is configured for raising volume and another of the multiple push buttons is configured for lowering volume.

15. The hearing aid system of claim 1 , wherein the second user input device is programmable.

16. The hearing aid system of claim 1 , wherein the second user input device is non-programmable.

17. The hearing aid system of claim 1 , wherein the first hearing aid is further configured to:

determine, based on the detecting of the user activation of the non-programmable first user input device, whether a specific context exists;

based on determining that the specific context does not exist, control, using the first control circuitry, the switching between the enabling and the disabling of the first neural network circuitry; and

based on determining that the specific context does exist, control an action related to the specific context.

18. The hearing aid system of claim 17 , wherein:

the specific context comprises the processing device receiving a phone call, and the action related to the specific context comprises beginning the phone call;

the specific context comprises the processing device being partway through the phone call, and the action related to the specific context comprises ending the phone call; and/or

the specific context comprises the processing device running an application for playing audio, and the action related to the specific context comprises an action related to the audio.

19. The hearing aid system of claim 1 , wherein

the user activation of the non-programmable first user input device on the first hearing aid comprises a single press of a push button;

based on detecting a first press of the push button exceeding a first threshold of time but not a second threshold of time, the first hearing aid is configured to activate a virtual assistant running on the processing device; and

based on detecting a second press of the push button exceeding the first and second threshold times, the first hearing aid is configured to reset firmware of the first hearing aid.

20. The hearing aid system of claim 1 , wherein the first neural network circuitry is implemented on a single chip in the first hearing aid.