Patent · US Active

Generating and augmenting transfer learning datasets with pseudo-labeled images

US11151410B2 · kind B2 · utility

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2References
17Claims
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Key dates

Filing dateSep 7, 2018
Grant dateOct 19, 2021
Priority date
Expiry dateDec 30, 2038

Classification

  • Technology area (CPC G)Physics
  • CPC primaryG06F18/22
  • WIPO fieldComputer technology
  • WIPO sectorElectrical engineering

Abstract

A computer-implemented method for data labeling is provided. The computer-implemented method assigns pseudo-labels to unlabeled examples of data using a similarity metric on an embedding space to produce pseudo-labeled examples. A curriculum learning model is trained using the pseudo-labeled examples. The curriculum learning model trained with the pseudo-labeled examples is employed in in a fine-tuning task to enhance classification accuracy of the data.

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