Patent · US Active

Malignant mass detection and classification in radiographic images

US9262822B2 · kind B2 · utility

1Cited by
66References
24Claims
0Family size

Assignee

Inventors

Key dates

Filing dateApr 29, 2011
Grant dateFeb 16, 2016
Priority date
Expiry dateSep 17, 2031

Classification

  • Technology area (CPC G)Physics
  • CPC primaryG06T2207/30096
  • WIPO fieldComputer technology
  • WIPO sectorElectrical engineering

Abstract

An image analysis embodiment comprises subsampling a digital image by a subsample factor related to a first anomaly size scale, thereby generating a subsampled image, smoothing the subsampled image to generate a smoothed image, determining a minimum negative second derivative for each pixel in the smoothed image, determining each pixel having a convex down curvature based on a negative minimum negative second derivative value for the respective pixel, joining each eight-neighbor connected pixels having convex down curvature to identify each initial anomaly area, selecting the initial anomaly areas having strongest convex down curvatures based on a respective maximum negative second derivative for each of the initial anomaly areas, extracting one or more classification features for each selected anomaly area, and classifying the selected anomaly areas based on the extracted one or more classification features.

Source: USPTO / EPO open patent data. Objective bibliographic and citation counts.