Patent · US Active

Relaxed instance frequency normalization for neural-network-based audio processing

US12266379B2 · kind B2 · utility

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Key dates

Filing dateOct 3, 2022
Grant dateApr 1, 2025
Priority date
Expiry dateJul 25, 2043

Classification

  • Technology area (CPC G)Physics
  • CPC primaryG06N3/0464
  • WIPO fieldComputer technology
  • WIPO sectorElectrical engineering

Abstract

Techniques and apparatus for training a neural network to classify audio into one of a plurality of categories and using such a trained neural network. An example method generally includes receiving a data set including a plurality of audio samples. A relaxed feature-normalized data set is generated by normalizing each audio sample of the plurality of audio samples. A neural network is trained to classify audio into one of a plurality of categories based on the relaxed feature-normalized data set, and the trained neural network is deployed.

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