METHOD AND APPARATUS FOR DIAGNOSIS OF BREAST TUMORS

Patent №

US 5,260,871

Granted

1993-11-09

Filed 1991

Owner

MAYO FOUNDATION FOR MEDICAL EDUCATION AND RESEARCH

Lab

AI components

3

ml · vision · hardware

Assignment

Recorded

Dataset

AIPD

2023_r1 edition

Application

07738460

An apparatus for distinguishing benign from malignant tumors in ultrasonic images of candidate tissue taken from a patient. A region of interest is located and defined on the ultrasonic image, including substantially all of the candidate tissue and excluding substantially all the normal tissue. The region of interest is digitized, generating an array of pixels intensity values. A first features is generated from the arrays of pixels corresponding to the angular second moment of the pixel intensity values. A second feature is generated from the array of pixels corresponding to the inverse contrast of the pixel intensity values. A third feature is generated from the array of pixels corresponding to the short run emphasis of the pixel intensity values. The first, second and third feature values are provided to a neural network. A set of trained weights are applied to the feature values, which generates a network output between 0 and 1, whereby the output values tend toward 1 when the candidate tissue is malignant and the output values tend toward 0 when the candidate tissue is benign.

Machine learningVisionAI hardwareG06T 7/0012G16H 50/20G06T 2207/30096G16H 30/40Y10S 128/922Y10S 128/925

AI classification

Vision1.00
Machine learning1.00
AI hardware0.98
Evolutionary computation0.34
Knowledge representation0.02
Natural language0.00
Speech0.00
Planning0.00

Ownership

MAYO FOUNDATION FOR MEDICAL EDUCATION AND RESEARCH

assignment · 66550324

Assignors

GOLDBERG, VICTOR

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

From the same owner

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