Patent · US Active

Systems and methods involving creation and/or utilization of image mosaic in classification of acoustic events

US10424048B1 · kind B1 · utility

7Cited by
2References
20Claims
0Family size

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Key dates

Filing dateFeb 15, 2019
Grant dateSep 24, 2019
Priority date
Expiry dateFeb 15, 2039

Classification

  • Technology area (CPC G)Physics
  • CPC primaryG06F2218/12
  • WIPO fieldComputer technology
  • WIPO sectorElectrical engineering

Abstract

Systems and methods that yield highly-accurate classification of acoustic and other non-image events, involving pre-processing data from one or more transducers and generating a visual representation of the source as well as associated features and processing, are disclosed. According to certain exemplary implementations herein, such pre-processing steps may be utilized in situations where 1) all impulsive acoustic events have many features in common due to their point source origin and impulsive nature, and/or 2) the error rates that are considered acceptable in general purpose image classification are much higher than the acceptable levels in automatic impulsive incident classification. Further, according to some aspects, the data may be pre-processed in various ways, such as to remove extraneous or irrelevant details and/or perform any required rotation, alignment, scaling, etc. tasks, such that these tasks do not need to be “learned” in a less direct and more expensive manner in the neural network.

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