AUTOMATED INSPECTION OF OBJECTS UNDERGOING GENERAL AFFINE TRANSFORMATION

Patent №

US 6,421,458

Granted

2002-07-16

Filed 1998

Owner

COGNEX CORPORATION

Lab

AI components

2

ml · vision

Assignment

Recorded

Dataset

AIPD

2023_r1 edition

Application

09141932

During statistical training and automated inspection of objects by a machine vision system, a General Affine Transform is advantageously employed to improve system performance. During statistical training, the affine poses of a plurality of training images are determined with respect to an alignment model image. Following filtering to remove high frequency content, the training images and their corresponding affine poses are applied to an affine transformation. The resulting transformed images are accumulated to compute template and threshold images to be used for run-time inspection. During run-time inspection, the affine pose of the run-time image relative to the alignment model image is determined. Following filtering of the run-time image, the run-time image is affine transformed by its affine pose. The resulting transform image is compared with the template and threshold images computed during statistical training to determine object status. In this manner, automated training and inspection is relatively less demanding on system storage, and results in an improvement in system speed and accuracy.

Machine learningVisionG06T 7/33G06T 7/001G06T 2207/30108

AI classification

Vision1.00
Machine learning1.00
Planning0.07
Evolutionary computation0.04
AI hardware0.02
Natural language0.00
Knowledge representation0.00
Speech0.00

Ownership

COGNEX CORPORATION

assignment · 95770389

Assignors

MICHAEL, DAVID J., REYZIN, IGOR

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

From the same owner

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