IDENTIFYING OVERFILLED CONTAINERS

Patent №

US 11,615,275

Granted

2023-03-28

Filed 2021

Owner

THE HEIL CO.

Lab

AI components

4

ml · vision · planning · hardware

Assignment

Recorded

Dataset

AIPD

2023_r1 edition

Application

17204569

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.

Machine learningVisionPlanningAI hardwareG06V 10/255G06F 18/2148G06F 18/217G06V 10/56G06V 10/764G06V 10/7747G06V 10/776G06V 20/39+4 more

AI classification

Vision1.00
Machine learning1.00
Planning0.99
AI hardware0.98
Evolutionary computation0.30
Natural language0.06
Knowledge representation0.02
Speech0.00

Ownership

THE HEIL CO.

assignment · 556320540

Assignors

SWAROOP, PREM, KAMBLE, ATISH P., DEV, BODHAYAN

On an employer assignment, the assignors are typically the inventors.

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