Patent · US Active

Industrialized system for rice grain recognition and method thereof

US11893810B2 · kind B2 · utility

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17Claims
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Key dates

Filing dateMar 19, 2020
Grant dateFeb 6, 2024
Priority date
Expiry dateOct 11, 2040

Classification

  • Technology area (CPC G)Physics
  • CPC primaryG06V20/66
  • WIPO fieldComputer technology
  • WIPO sectorElectrical engineering

Abstract

An industrialized system and method for rice grain recognition. An optical image is taken and transmitted to a digital platform, wherein the system segments the optical image and extracts and/or measures appropriate grain features from the image describing different aspects of the grain. The image is processed by the system which includes a selector selecting different machine learning structures, applying the different machine learning structures to the extracted features for rice grain recognition, and selecting the best of the applied machine learning structures by a random sampling process. The selected best of the applied machine learning structures is further optimized by varying an appropriate threshold by a threshold trigger based on a confusion matrix comprising. An active learning structure based on the confusion matrix to the user. The system is retrained based on the feedback parameters of the feedback loop.

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