US 12,248,727 B2
Audio device with uncertainty quantification and related methods
Clément Laroche, Ballerup (DK); and Diego Caviedes Nozal, Ballerup (DK)
Filed by GN Audio A/S, Ballerup (DK)
Filed on Mar. 14, 2024, as Appl. No. 18/604,624.
Claims priority of application No. 23163841 (EP), filed on Mar. 23, 2023.
Prior Publication US 2024/0319955 A1, Sep. 26, 2024
Int. Cl. G06F 3/16 (2006.01); G06N 3/08 (2023.01)
CPC G06F 3/162 (2013.01) [G06N 3/08 (2013.01)] 20 Claims
OG exemplary drawing
 
1. An audio device comprising memory, an interface, and one or more processors, wherein the one or more processors are configured to:
obtain audio data;
process the audio data for provision of an audio output;
process the audio data for provision of one or more audio parameters indicative of one or more characteristics of the audio data;
map the one or more audio parameters to a first latent space of a first neural network for provision of a mapping parameter indicative of whether the one or more audio parameters belong to a training manifold of the first latent space; determine, based on the mapping parameter, an uncertainty parameter indicative of an uncertainty of processing quality; and
control the processing of the audio data for provision of the audio output based on the uncertainty parameter.