Patent · US Active

Dictionary learning method and means for zero-shot recognition

US11798264B2 · kind B2 · utility

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Key dates

Filing dateJan 29, 2022
Grant dateOct 24, 2023
Priority date
Expiry dateJan 29, 2042

Classification

  • Technology area (CPC G)Physics
  • CPC primaryG06V20/41
  • WIPO fieldComputer technology
  • WIPO sectorElectrical engineering

Abstract

Dictionary learning method and means for zero-shot recognition can establish the alignment between visual space and semantic space at category layer and image level, so as to realize high-precision zero-shot image recognition. The dictionary learning method includes the following steps: (1) training a cross domain dictionary of a category layer based on a cross domain dictionary learning method; (2) generating semantic attributes of an image based on the cross domain dictionary of the category layer learned in step (1); (3) training a cross domain dictionary of the image layer based on the image semantic attributes generated in step (2); (4) completing a recognition task of invisible category images based on the cross domain dictionary of the image layer learned in step (3).

Source: USPTO / EPO open patent data. Objective bibliographic and citation counts.