Mass detection by computer using digital mammograms of the same breast taken from different viewing directions
First Claim
1. A method of producing a computer-enhanced mammogram comprising:
- irradiating a breast of a patient being examined with X-ray radiation sequentially in a predetermined first viewing direction and in a predetermined different second viewing direction;
receiving the X-ray radiation exiting the breast sequentially from said first viewing direction and from said second viewing direction within respective two-dimensional fields;
producing digital signals as a function of the X-ray radiation received, which digital signals correspond to a first input two-dimensional array of digital pixels for said first viewing direction and a second input two-dimensional array of digital pixels for said second viewing direction;
in response to said signals, storing said first input two-dimensional array and said second input two-dimensional array in a digital memory means accessible to a computer; and
with said computer;
for each of the first input array and the second input array, detecting a skinline and thereby segmenting the array into breast and background regions, identifying a reference point along the detected skinline corresponding to the location of the nipple, and identifying spots within the breast region which based on their size and shape are suspect;
correlating characteristics of spots identified as suspect in the first input array with characteristics of spots identified as suspect in the second input array, said correlating including comparing positions of spots identified as suspect in the first input array relative to the identified reference point in said first input array with the positions of the spots identified as suspect in the second input array relative to the identified reference point in said second input array, andproducing an output two-dimensional array of digital pixels from the at least one of the first input array and the second input array in which the spots identified as suspect in at least one of the first input array and the second input array whose characteristics are correlated within predetermined criteria to the spots identified as suspect in the other of the first input array and the second input array are marked or enhanced.
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Accused Products
Abstract
Two digital radiologic images taken from different viewing directions of a same region, notably a mammogram study of the same breast, are automatically processed by a computer to identify suspect masses by producing processed mammogram images in which suspect spots, the skinline and the nipple are marked or enhanced. Candidate suspect spots are initially identified by individually processing each mammogram image separately. Then characteristics of the candidate spots identified in the mammogram images taken from different viewing directions are compared to eliminate false positives. The characteristics compared include position of the spots relative to the explicitly detected nipple, and their size, shape, brightness and brightness variance. The candidate spots are separately identified by thresholding the breast region of the mammogram at 20 or more threshold levels determined from a histogram of the image to discriminate spots, and classifying the spots by size, shape and variance in intensity of the pixels comprising the spot. Overlaps are resolved after the comparison between views.
83 Citations
18 Claims
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1. A method of producing a computer-enhanced mammogram comprising:
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irradiating a breast of a patient being examined with X-ray radiation sequentially in a predetermined first viewing direction and in a predetermined different second viewing direction; receiving the X-ray radiation exiting the breast sequentially from said first viewing direction and from said second viewing direction within respective two-dimensional fields; producing digital signals as a function of the X-ray radiation received, which digital signals correspond to a first input two-dimensional array of digital pixels for said first viewing direction and a second input two-dimensional array of digital pixels for said second viewing direction; in response to said signals, storing said first input two-dimensional array and said second input two-dimensional array in a digital memory means accessible to a computer; and with said computer; for each of the first input array and the second input array, detecting a skinline and thereby segmenting the array into breast and background regions, identifying a reference point along the detected skinline corresponding to the location of the nipple, and identifying spots within the breast region which based on their size and shape are suspect; correlating characteristics of spots identified as suspect in the first input array with characteristics of spots identified as suspect in the second input array, said correlating including comparing positions of spots identified as suspect in the first input array relative to the identified reference point in said first input array with the positions of the spots identified as suspect in the second input array relative to the identified reference point in said second input array, and producing an output two-dimensional array of digital pixels from the at least one of the first input array and the second input array in which the spots identified as suspect in at least one of the first input array and the second input array whose characteristics are correlated within predetermined criteria to the spots identified as suspect in the other of the first input array and the second input array are marked or enhanced. - View Dependent Claims (2, 3, 4, 5, 6, 7, 8, 9)
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10. A system for producing a computer-enhanced mammogram comprising:
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means including an X-ray source, for irradiating a breast of a patient under examination with X-ray radiation sequentially in predetermined first and second different viewing directions; means for receiving the X-ray radiation exiting the breast sequentially from said first and second viewing directions within respective two-dimensional fields; means for producing digital signals as a function of the X-ray radiation received, which digital signals correspond to first and second input two-dimensional arrays of digital pixels for the respective first and second viewing directions; a computer; a digital memory means accessible to said computer; means for, in response to said signals, storing said input two-dimensional array of digital pixels in said digital memory means; and display means responsive to said computer for displaying an output array of digital pixels produced by said computer as an image; wherein said computer is configured for; processing the stored first and second input two-dimensional arrays of digital pixels by for each of the first input array and the second input array, detecting the skinline and thereby segmenting the array into breast and background regions, identifying a reference point along the skinline corresponding to the location of the nipple, and identifying spots within the breast region which based on their size and shape are suspect; correlating characteristics of spots identified as suspect in the first input array with characteristics of spots identified as suspect masses in the second input array, said correlating including comparing positions of spots identified as suspect in the first input array relative to the identified reference point c in said first input array with the positions of the spots identified as suspect in the second input array relative to the identified reference point in said second input array, and producing the output two-dimensional array of digital pixels from the at least one of the first input array and the second input array in which any spots identified as suspect in at least one of the first input array and the second input array whose characteristics are correlated within predetermined criteria to the spots identified as suspect in the other of the first input array and the second input array are marked or enhanced. - View Dependent Claims (11, 12, 13, 14, 15, 16, 17, 18)
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Specification