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.
AI classification
Ownership
MAYO FOUNDATION FOR MEDICAL EDUCATION AND RESEARCH
assignment · 66550324
Assignors
GOLDBERG, VICTOR
On an employer assignment, the assignors are typically the inventors.