APPLICATION OF NEURAL NETWORKS AS AN AID IN MEDICAL DIAGNOSIS AND GENERAL ANOMALY DETECTION

Patent №

US 5,331,550

Granted

1994-07-19

Filed 1993

Owner

E.I. DU PONT DE NEMOURS AND COMPANY

+1 more

Lab

AI components

4

ml · vision · planning · hardware

Assignment

Recorded

Dataset

AIPD

2023_r1 edition

Application

08016343

A method for computer-aided detection of anomalies in an image comprise the steps of: (1) dividing the image into a plurality of m.times.n regions; (2) subtracting the background from each of the regions; (3) for each of the regions, selecting a smaller p.times.q subregion; (4) normalizing the p.times.q subregion; (5) feeding the p.times.q subregions into a neural network system, the neural network system having plural member neural networks, each trained to recognize a particular preselected anomaly type; (6) comparing each output value of the plurality of member neural networks to a first threshold; (7) selecting a maximum value from the output values which are greater than the first threshold; (8) comparing the maximum value to a second threshold above which the presence of an anomaly is indicated, and storing the result; (9) clustering a plurality of the stored results to form clusters; and (10) marking the location of the clusters.

Machine learningVisionPlanningAI hardwareG06T 7/0012G06F 18/2433G06N 3/045G06N 3/048G06V 10/25G06V 10/764G16H 15/00G16H 30/40+5 more

AI classification

Vision1.00
Machine learning1.00
AI hardware0.99
Planning0.98
Knowledge representation0.23
Speech0.07
Evolutionary computation0.00
Natural language0.00

Ownership

E.I. DU PONT DE NEMOURS AND COMPANY

assignment · 65760763

DIRECT RADIOGRAPHY CORP.

assignment · 104610316

Assignors

STAFFORD, RICHARD GORDON, MICKEWICH, DANIEL JAMES, BEUTEL, JACOB

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

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