Patent · US Active

Identifying overfilled containers

US12080040B2 · kind B2 · utility

2Cited by
1References
27Claims
0Family size

Assignee

Inventors

Key dates

Filing dateMar 23, 2023
Grant dateSep 3, 2024
Priority date
Expiry dateMar 23, 2043

Classification

  • Technology area (CPC Y)Emerging Cross-Sectional Technologies
  • CPC primaryY02W90/00
  • WIPO fieldComputer technology
  • WIPO sectorElectrical engineering

Abstract

Among other things, the techniques described herein include a method for receiving a plurality of images of one or more containers while the one or more containers are being emptied, the plurality of images comprising a training set of images and a validation set of images; labeling each image of the plurality of images as including either an overfilled container or a not-overfilled container; processing each image of the plurality of images to reduce bias of a machine learning model; training, and based on the labeling, the machine learning model using the plurality of images; and optimizing the machine learning model by performing learning against the validation set, the optimized machine learning model being used to generate a prediction for a new image of a container, the prediction indicating whether the container in the new image was overfilled prior to the new container being emptied.

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