US5627907A
Expired / Lapsed
US
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Computerized detection of masses and microcalcifications in digital mammograms
Assignee: University of Pittsburgh
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Filing: 1994-12-01
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Granted: 1997-05-06
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Expires: 2014-12-01
Abstract
Abstract Method and apparatus for detecting abnormal regions such as masses and microcalcifications in living tissue depicted in radiographs such as mammograms is presented by digitizing the radiograph to produce a digitized radiograph, and, by computer, identifying, according to predetermined criteria, any suspected abnormal regions; and for each identified suspected abnormal region, extracting multiple topographic layers of the region from the digitized radiograph; and evaluating the extracted multiple topographic layers' abnormal regions to determine whether the region is an abnormal region; and displaying the abnormal regions in a version of the radiograph. Layers are extracted by thresholding the digital radiograph at a particular threshold value for each topographic layer. The threshold value for each other layer is based on the threshold and contrast values in a previous layer.
Inventors
- 👤 David Gur
- 👤 Bin Zheng
- 👤 Yuang-Hsiang Chang
Bibliographic Details
Application Number
—
Jurisdiction
US
Data Source
google_patents
Last Synchronized
2026-10-24 16:21
CPC Classifications
G; G06; G06T; G06T7/00; G06T7/0002; G06T7/0012; G06V; G06V20/00; G06V20/60; G06V20/69
Claims Analysis
Total Claims: 94
Claim 1
Independent Claim
95 words
A method of detecting abnormal regions in living tissue depicted in a radiograph, the method comprising the steps of: (a) digitizing the radiograph to produce a digitized radiograph; (b) identifying, according to predetermined criteria, suspected abnormal regions in the radiograph; and (c) for each identified suspected abnormal region, (i) extracting multiple topographic layers of the suspected abnormal region from the digitized radiography, the multiple topographic layers being extracted from the same radiograph; and (ii) evaluating the extracted multiple topographic layers of the suspected abnormal region to determine whether the suspected region is an abnormal region.
Claim 2
Independent Claim
95 words
A method of detecting abnormal regions in living tissue depicted in a radiograph, the method comprising the steps of: (a) digitizing the radiograph to produce a digitized radiograph; (b) identifying, according to predetermined criteria, suspected abnormal regions in the radiograph; and (c) for each identified suspected abnormal region, (i) extracting multiple topographic layers of the suspected abnormal region from the digitized radiography, the multiple topographic layers being extracted from the same radiograph; and (ii) evaluating the extracted multiple topographic layers of the suspected abnormal region to determine whether the suspected region is an abnormal region.
Claim 3
Dependent Claim
47 words
A method as in claim 1, wherein the step of evaluating comprises the steps of: for each layer of the multiple topographic layers, determining features of the suspected abnormal region in the layer, and analyzing the determined features for different topographic layers of the multiple topographic layers.
Claim 4
Dependent Claim
57 words
A method as in claim 1, wherein the step of evaluating comprises the steps of: for at least two topographic layers of the extracted multiple topographic layers, determining features of the suspected abnormal region in the at least two topographic layers, and analyzing the determined features for different topographic layers of the at least two topographic layers.
Claim 5
Dependent Claim
14 words
A method of claim 2, wherein the different topographic layers are adjacent topographic layers.
Claim 6
Dependent Claim
14 words
A method of claim 3, wherein the different topographic layers are adjacent topographic layers.
Claim 7
Dependent Claim
69 words
A method as in claim 2, wherein the step of determining features comprises, determining at least one of a size, contrast, shape factor and digital value fluctuation of the suspected abnormal region, and wherein the step of analyzing the determined features comprises comparing ratios between the determined features of different ones of the topographic layers and evaluating changes between the determined features of different ones of the topographic layers.
Claim 8
Dependent Claim
51 words
A method as in claim 1, wherein the step of evaluating the extracted multiple topographic layers comprises the steps of: determining, for each region, the rate of change in elevation of the region in a plurality of directions; and selecting, based on said determining, whether the region includes an abnormal region.
Claim 9
Dependent Claim
33 words
A method as in claim 1, further comprising the step of generating a rule-based criteria database, and wherein the step of evaluating evaluates suspected regions based on rule-based selection criteria from the database.
Claim 10
Dependent Claim
52 words
A method as in claim 1, wherein the step of identifying comprises the steps of, in the digitized radiograph: detecting and enhancing skin boundaries; non-linear thresholding, based on digital values in the digitized radiograph; blob labelling and size selecting of suspected regions; and framing and locating suspected regions in the digitized radiograph.
Claim 11
Dependent Claim
24 words
A method as in claim 1, wherein the radiograph is an X-ray mammogram, and wherein the multiple topographic layers comprise top-view radiographic topographic layers.
Claim 12
Dependent Claim
15 words
A method as in claim 10, wherein the multiple topographic layers comprises three topographic layers.
Claim 13
Dependent Claim
20 words
A method as in claim 1, wherein the radiograph is an X-ray mammogram, and wherein the abnormal regions are masses.
Claim 14
Dependent Claim
20 words
A method as in claim 1, wherein the radiograph is an X-ray mammogram, and wherein the abnormal regions are microcalcifications.
Claim 15
Independent Claim
89 words
A method of detecting masses in living tissue depicted in a mammogram, the method comprising the steps of: (a) digitizing the mammogram to produce a digitized mammogram; (b) identifying, as suspected regions, according to predetermined criteria, suspected masses in the radiograph; and (c) for each identified suspected region, (i) extracting multiple topographic layers of the suspected region from the digitized mammogram, the multiple topographic layers all being extracted from the same mammogram; and (ii) evaluating the extracted multiple topographic layers to determine whether the suspected region is a mass.
Claim 16
Independent Claim
89 words
A method of detecting masses in living tissue depicted in a mammogram, the method comprising the steps of: (a) digitizing the mammogram to produce a digitized mammogram; (b) identifying, as suspected regions, according to predetermined criteria, suspected masses in the radiograph; and (c) for each identified suspected region, (i) extracting multiple topographic layers of the suspected region from the digitized mammogram, the multiple topographic layers all being extracted from the same mammogram; and (ii) evaluating the extracted multiple topographic layers to determine whether the suspected region is a mass.
Claim 17
Dependent Claim
16 words
A method as in claim 14, wherein the multiple topographic layers comprise top-view radiographic topographic layers.
Claim 18
Dependent Claim
26 words
A method as in claim 14, wherein the step of identifying comprises one of the steps of, in the digitized mammogram, single-image segmentation and bilateral-image subtraction.
Claim 19
Dependent Claim
53 words
A method as in claim 14 wherein the step of identifying comprises the steps of: obtaining first and second low-pass filtered images of the digitized mammogram; creating a binary image from subtraction and thresholding of the first and second low-pass filtered images; and labelling blobs and determining suspicious areas in the binary image.
Claim 20
Independent Claim
89 words
An apparatus for detecting abnormal regions in living tissue depicted in a radiograph, comprising: a digitizer for digitizing the radiograph to produce a digitized radiograph; means for identifying, according to predetermined criteria, suspected abnormal regions in the radiograph; extracting means for extracting multiple topographic layers of identified suspected abnormal region from the digitized radiograph; and means for evaluating the extracted multiple topographic layers of a suspected abnormal region, the multiple topographic layers extracted from the same radiograph, to determine whether the identified suspected abnormal region is an abnormal region.
Claim 21
Independent Claim
89 words
An apparatus for detecting abnormal regions in living tissue depicted in a radiograph, comprising: a digitizer for digitizing the radiograph to produce a digitized radiograph; means for identifying, according to predetermined criteria, suspected abnormal regions in the radiograph; extracting means for extracting multiple topographic layers of identified suspected abnormal region from the digitized radiograph; and means for evaluating the extracted multiple topographic layers of a suspected abnormal region, the multiple topographic layers extracted from the same radiograph, to determine whether the identified suspected abnormal region is an abnormal region.
Claim 22
Independent Claim
85 words
An apparatus for detecting masses in living tissue regions depicted in a mammogram, comprising: a digitizer for digitizing the mammogram to produce a digitized mammogram; means for identifying, as suspected abnormal regions, according to predetermined criteria, suspected masses in the radiograph; extracting means for extracting multiple topographic layers of identified suspected abnormal regions from the digitized mammogram; and means for evaluating the extracted multiple topographic layers, the multiple topographic layers being extracted from the same mammogram, to determine whether the suspected region depicts a mass.
Claim 23
Independent Claim
85 words
An apparatus for detecting masses in living tissue regions depicted in a mammogram, comprising: a digitizer for digitizing the mammogram to produce a digitized mammogram; means for identifying, as suspected abnormal regions, according to predetermined criteria, suspected masses in the radiograph; extracting means for extracting multiple topographic layers of identified suspected abnormal regions from the digitized mammogram; and means for evaluating the extracted multiple topographic layers, the multiple topographic layers being extracted from the same mammogram, to determine whether the suspected region depicts a mass.
Claim 24
Independent Claim
98 words
An apparatus for locating abnormal regions in living tissue depicted in a radiograph comprising: imaging means for obtaining a radiographic image of an anatomical area of a body; digitizing means for digitizing the obtained radiographic image to produce a digitized radiograph; segmenting means for segmenting into suspected regions the digitized radiograph obtained from the digitizing means; and multi-layer topographic pruning means for pruning the suspected regions found by the segmenting means to locate the abnormal regions in the radiograph, said pruning being based on multiple topographic layers of the suspected regions, the layers all extracted from the radiograph.
Claim 25
Independent Claim
98 words
An apparatus for locating abnormal regions in living tissue depicted in a radiograph comprising: imaging means for obtaining a radiographic image of an anatomical area of a body; digitizing means for digitizing the obtained radiographic image to produce a digitized radiograph; segmenting means for segmenting into suspected regions the digitized radiograph obtained from the digitizing means; and multi-layer topographic pruning means for pruning the suspected regions found by the segmenting means to locate the abnormal regions in the radiograph, said pruning being based on multiple topographic layers of the suspected regions, the layers all extracted from the radiograph.
Claim 26
Dependent Claim
21 words
An apparatus in claim 20, further comprising a database having rules and criteria relating to determinations made by the pruning means.
Claim 27
Independent Claim
93 words
A method of detecting clusters of microcalcifications in living tissue depicted in a mammogram, the method comprising the steps of: (a) digitizing the mammogram to produce a digitized mammogram; (b) identifying, as suspected regions, according to predetermined criteria, suspected clusters of microcalcifications in the digitized mammogram; and (c) for each identified suspected region, (i) extracting multiple topographic layers of the suspected region from the digitized mammogram, the layers being extracted from the mammogram; and (ii) evaluating the multiple topographic layers extracted from the same mammogram to determine whether the suspected region depicts microcalcifications.
Claim 28
Independent Claim
93 words
A method of detecting clusters of microcalcifications in living tissue depicted in a mammogram, the method comprising the steps of: (a) digitizing the mammogram to produce a digitized mammogram; (b) identifying, as suspected regions, according to predetermined criteria, suspected clusters of microcalcifications in the digitized mammogram; and (c) for each identified suspected region, (i) extracting multiple topographic layers of the suspected region from the digitized mammogram, the layers being extracted from the mammogram; and (ii) evaluating the multiple topographic layers extracted from the same mammogram to determine whether the suspected region depicts microcalcifications.
Claim 29
Dependent Claim
47 words
A method as in claim 22, wherein the step of evaluating comprises the steps of: for each layer of the multiple topographic layers, determining features of the region in the layer, and analyzing determined features of the region for different topographic layers of the multiple topographic layers.
Claim 30
Dependent Claim
57 words
A method as in claim 22, wherein the step of evaluating comprises the steps of: for at least two topographic layers of the multiple topographic layers, determining features of the region in the at least two topographic layers, and analyzing the determined features of the region for different topographic layers of the at least two topographic layers.
Claim 31
Dependent Claim
12 words
A method of claim 24, wherein the different topographic layers are adjacent.
Claim 32
Dependent Claim
12 words
A method of claim 24, wherein the different topographic layers are adjacent.
Claim 33
Dependent Claim
47 words
A method as in claim 22, wherein the step of evaluating multiple topographic layers comprises the steps of: determining, for each region, a rate of change in elevation of the region in a plurality of directions; and selecting, based on said determining, whether the region depicts microcalcifications.
Claim 34
Dependent Claim
33 words
A method as in claim 22, further comprising the step of generating a rule-based criteria database, and wherein the step of evaluating evaluates suspected regions based on rule-based selection criteria from the database.
Claim 35
Dependent Claim
66 words
A method as in claim 22, wherein the step of identifying comprises the steps of: lowpass filtering the digital mammogram using two different filters to produce two lowpass filtered images; subtracting the two lowpass filtered images; non-linear thresholding the subtracted image, based on digital values in the digital mammogram; blob labelling and size selecting of suspected regions; blob clustering and blob selecting of selected suspected regions.
Claim 36
Dependent Claim
121 words
A method as in claim 22, wherein the step of identifying comprises the steps of: dual Gaussian filtering the digitized mammogram to produce two filtered mammograms; subtracting the two filtered mammograms to produce a subtracted mammogram; local minimum searching in the subtracted mammogram, and, based on the local minimum searching, blob labelling and first clustering to produce blobs and clusters; performing cluster analysis of the clusters, and based on the analysis, deleting some clusters; extracting topographic features; evaluating the extracted features based on feature criteria, and based on the evaluating, deleting some blobs; second clustering positive blobs; determining the number of blobs in a cluster, and, based on the determining, deleting some clusters; and highlighting positive detections on the digitized mammogram.
Claim 37
Dependent Claim
61 words
The method of claim 30, wherein the step of cluster analysis of a cluster comprises the steps of: (b) determining a maximum length of the cluster; (c) determining a standard deviation of every blob in the cluster to the line; and (d) based on a relationship between the determined maximum length and the determined standard deviation, removing some clusters from consideration.
Claim 38
Dependent Claim
23 words
The method of claim 31, wherein the relationship is whether the length divided by the standard deviation is less than a predetermined value.
Claim 39
Dependent Claim
25 words
The method of claim 1, wherein the topographic layers are extracted by thresholding the digital radiograph at a particular threshold value for each topographic layer.
Claim 40
Dependent Claim
25 words
The method of claim 33, wherein the threshold value for each other layer is based on the threshold and contrast values in a previous layer.
Claim 41
Dependent Claim
36 words
The method of claim 33, wherein the threshold value T j for layer j is a function of threshold value T j-1 and contrast value C j-1 in layer j-1 as given by: T.sub.j =T.sub.j-1 +256×C.sub.j-1.
Claim 42
Dependent Claim
25 words
The method of claim 14, wherein the topographic layers are extracted by thresholding the digital radiograph at a particular threshold value for each topographic layer.
Claim 43
Dependent Claim
25 words
The method of claim 36, wherein the threshold value for each other layer is based on the threshold and contrast values in a previous layer.
Claim 44
Dependent Claim
36 words
The method of claim 36, wherein the threshold value T j for layer j is a function of threshold value T j-1 and contrast value C j-1 in layer j-1 as given by: T.sub.j =T.sub.j-1 +256×C.sub.j-1.
Claim 45
Dependent Claim
35 words
The method of claim 22, wherein the topographic layers are extracted by thresholding an image formed by subtracting two lowpass filtered versions of the digital radiograph at a particular threshold value for each topographic layer.
Claim 46
Dependent Claim
32 words
The method of claim 39, wherein the threshold value for each other layer is based on a digital value of a pixel in the digitized mammogram and on a predetermined contrast value.
Claim 47
Dependent Claim
17 words
The method of claim 39, wherein the predetermined contrast value is one of 1%, 1.5%, and 2%.
Claim 48
Dependent Claim
28 words
The method of claim 33, wherein the threshold value of the first layer is a function of a digital value of a minimum point in the suspected region.
Claim 49
Dependent Claim
52 words
The method of claim 42, wherein the threshold value of the first layer is given by: T.sub.1 =I.sub.min +I.sub.min /10, when I.sub.min ≦500; T.sub.1 =I.sub.min ×1.0246+37.68, when (500<I.sub.min <2000); and T.sub.1 =I.sub.min +I.sub.min /23, when I.sub.min ≧2000, where I min is the digital value of the minimum point in the suspected region.
Claim 50
Dependent Claim
25 words
An apparatus as in claim 18, wherein the extracting means extracts layers based on a threshold value and a contrast value for a previous layer.
Claim 51
Independent Claim
86 words
A method of detecting an abnormal region in living tissue depicted in a radiograph, the method comprising the steps of: (a) digitizing the radiograph to produce a digitized radiograph; (b) identifying, according to predetermined criteria, a suspected abnormal region in the radiograph; (c) extracting multiple topographic layers of the suspected abnormal region from the digitized radiograph, all layers being extracted from the radiograph; and (d) evaluating the extracted multiple topographic layers of the suspected abnormal region to determine whether the suspected region is an abnormal region.
Claim 52
Independent Claim
86 words
A method of detecting an abnormal region in living tissue depicted in a radiograph, the method comprising the steps of: (a) digitizing the radiograph to produce a digitized radiograph; (b) identifying, according to predetermined criteria, a suspected abnormal region in the radiograph; (c) extracting multiple topographic layers of the suspected abnormal region from the digitized radiograph, all layers being extracted from the radiograph; and (d) evaluating the extracted multiple topographic layers of the suspected abnormal region to determine whether the suspected region is an abnormal region.
Claim 53
Dependent Claim
46 words
A method as in claim 45, wherein the step of evaluating comprises the steps for each layer of the multiple topographic layers, determining features of the suspected abnormal region in the layer, and analyzing the determined features for different topographic layers of the multiple topographic layers.
Claim 54
Dependent Claim
57 words
A method as in claim 45, wherein the step of evaluating comprises the steps of: for at least two topographic layers of the extracted multiple topographic layers, determining features of the suspected abnormal region in the at least two topographic layers, and analyzing the determined features for different topographic layers of the at least two topographic layers.
Claim 55
Dependent Claim
14 words
A method of claim 46, wherein the different topographic layers are adjacent topographic layers.
Claim 56
Dependent Claim
14 words
A method of claim 47, wherein the different topographic layers are adjacent topographic layers.
Claim 57
Dependent Claim
69 words
A method as in claim 46, wherein the step of determining features comprises, determining at least one of a size, contrast, shape factor and digital value fluctuation of the suspected abnormal region, and wherein the step of analyzing the determined features comprises comparing ratios between the determined features of different ones of the topographic layers and evaluating changes between the determined features of different ones of the topographic layers.
Claim 58
Dependent Claim
48 words
A method as in claim 45, wherein the step of evaluating the extracted multiple topographic layers comprises the steps of: determining the rate of change in elevation of the region in a plurality of directions; and selecting, based on said determining, whether the region includes an abnormal region.
Claim 59
Dependent Claim
34 words
A method as in claim 45, further comprising the step of generating a rule-based criteria database, and wherein the step of evaluating evaluates a suspected region based on rule-based selection criteria from the database.
Claim 60
Dependent Claim
52 words
A method as in claim 45, wherein the step of identifying comprises the steps of, in the digitized radiograph: detecting and enhancing skin boundaries; non-linear thresholding, based on digital values in the digitized radiograph; blob labelling and size selecting of suspected regions; and framing and locating suspected regions in the digitized radiograph.
Claim 61
Dependent Claim
24 words
A method as in claim 45, wherein the radiograph is an X-ray mammogram, and wherein the multiple topographic layers comprise top-view radiographic topographic layers.
Claim 62
Dependent Claim
15 words
A method as in claim 54, wherein the multiple topographic layers comprises three topographic layers.
Claim 63
Dependent Claim
20 words
A method as in claim 45, wherein the radiograph is an X-ray mammogram, and wherein the abnormal regions are masses.
Claim 64
Dependent Claim
20 words
A method as in claim 45, wherein the radiograph is an X-ray mammogram, and wherein the abnormal regions are microcalcifications.
Claim 65
Dependent Claim
25 words
The method of claim 45, wherein the topographic layers are extracted by thresholding the digital radiograph at a particular threshold value for each topographic layer.
Claim 66
Dependent Claim
25 words
The method of claim 58, wherein the threshold value for each other layer is based on the threshold and contrast values in a previous layer.
Claim 67
Dependent Claim
36 words
The method of claim 58, wherein the threshold value T j for layer j is a function of threshold value T j-1 and contrast value C j-1 in layer j-1 as given by: T.sub.j =T.sub.j-1 +256×C.sub.j-1.
Claim 68
Dependent Claim
28 words
The method of claim 58, wherein the threshold value of the first layer is a function of a digital value of a minimum point in the suspected region.
Claim 69
Dependent Claim
52 words
The method of claim 61, wherein the threshold value of the first layer is given by: T.sub.1 =I.sub.min +I.sub.min /10, when I.sub.min ≦500; T.sub.1 =I.sub.min ×1.0246+37.68, when (500<I.sub.min <2000); and T.sub.1 =I.sub.min +I.sub.min /23, when I.sub.min ≧2000, where I min is the digital value of the minimum point in the suspected region.
Claim 70
Independent Claim
83 words
A method of detecting a mass in living tissue depicted in a mammogram, the method comprising the steps of: (a) digitizing the mammogram to produce a digitized mammogram; (b) identifying, as a suspected region, according to predetermined criteria, a suspected mass in the mammogram; (c) extracting multiple topographic layers of the suspected region from the digitized mammogram, wherein all layers are extracted from the same mammogram; and (d) evaluating the extracted multiple topographic layers to determine whether the suspected region is a mass.
Claim 71
Independent Claim
83 words
A method of detecting a mass in living tissue depicted in a mammogram, the method comprising the steps of: (a) digitizing the mammogram to produce a digitized mammogram; (b) identifying, as a suspected region, according to predetermined criteria, a suspected mass in the mammogram; (c) extracting multiple topographic layers of the suspected region from the digitized mammogram, wherein all layers are extracted from the same mammogram; and (d) evaluating the extracted multiple topographic layers to determine whether the suspected region is a mass.
Claim 72
Dependent Claim
16 words
A method as in claim 63, wherein the multiple topographic layers comprise top-view radiographic topographic layers.
Claim 73
Dependent Claim
26 words
A method as in claim 63, wherein the step of identifying comprises one of the steps of, in the digitized mammogram, single-image segmentation and bilateral-image subtraction.
Claim 74
Dependent Claim
54 words
A method as in claim 63, wherein the step of identifying comprises the steps obtaining first and second low-pass filtered images of the digitized mammogram; creating a binary image from subtraction and thresholding of the first and second low-pass filtered images; and labelling a blob and determining a suspicious area in the binary image.
Claim 75
Dependent Claim
25 words
The method of claim 63, wherein the topographic layers are extracted by thresholding the digital radiograph at a particular threshold value for each topographic layer.
Claim 76
Dependent Claim
25 words
The method of claim 67, wherein the threshold value for each other layer is based on the threshold and contrast values in a previous layer.
Claim 77
Dependent Claim
37 words
The method of claim 67, wherein the threshold value T j for layer j is a function of threshold value T j-1 and contrast value C j-1 in layer j-1 as given by: T.sub.j =T.sub.j-1 +256×C.sub.j-1. 70.
Claim 78
Independent Claim
91 words
An apparatus for detecting an abnormal region in living tissue depicted in a radiograph, the apparatus comprising: a digitizer for digitizing the radiograph to produce a digitized radiograph; means for identifying, according to predetermined criteria, a suspected abnormal region in the radiograph; means for extracting multiple topographic layers of the identified suspected abnormal region from the digitized radiograph, all layers being extracted from the same radiograph; and means for evaluating the multiple topographic layers extracted from the same radiograph to determine whether the identified suspected abnormal region is an abnormal region.
Claim 79
Independent Claim
91 words
An apparatus for detecting an abnormal region in living tissue depicted in a radiograph, the apparatus comprising: a digitizer for digitizing the radiograph to produce a digitized radiograph; means for identifying, according to predetermined criteria, a suspected abnormal region in the radiograph; means for extracting multiple topographic layers of the identified suspected abnormal region from the digitized radiograph, all layers being extracted from the same radiograph; and means for evaluating the multiple topographic layers extracted from the same radiograph to determine whether the identified suspected abnormal region is an abnormal region.
Claim 80
Dependent Claim
25 words
An apparatus as in claim 70, wherein the extracting means extracts layers based on a threshold value and a contrast value for a previous layer.
Claim 81
Independent Claim
92 words
An apparatus for detecting a mass in living tissue regions depicted in a mammogram, the apparatus comprising: a digitizer for digitizing the mammogram to produce a digitized mammogram; means for identifying, as a suspected abnormal region, according to predetermined criteria, a suspected mass in the mammogram; means for extracting multiple topographic layers of the identified suspected abnormal region from the digitized mammogram, all layers being extracted from the same mammogram; and means for evaluating the multiple topographic layers extracted from the same mammogram to determine whether the suspected region depicts a mass.
Claim 82
Independent Claim
92 words
An apparatus for detecting a mass in living tissue regions depicted in a mammogram, the apparatus comprising: a digitizer for digitizing the mammogram to produce a digitized mammogram; means for identifying, as a suspected abnormal region, according to predetermined criteria, a suspected mass in the mammogram; means for extracting multiple topographic layers of the identified suspected abnormal region from the digitized mammogram, all layers being extracted from the same mammogram; and means for evaluating the multiple topographic layers extracted from the same mammogram to determine whether the suspected region depicts a mass.
Claim 83
Independent Claim
90 words
A method of detecting a cluster of microcalcifications in living tissue depicted in a mammogram, the method comprising the steps of: (a) digitizing the mammogram to produce a digitized mammogram; (b) identifying, as a suspected region, according to predetermined criteria, a suspected cluster of microcalcifications in the digitized mammogram; (c) extracting multiple topographic layers of the suspected region from the digitized mammogram, wherein all layers are extracted from the same mammogram; and (d) evaluating the extracted multiple topographic layers to determine whether the suspected region depicts a cluster of microcalcifications.
Claim 84
Independent Claim
90 words
A method of detecting a cluster of microcalcifications in living tissue depicted in a mammogram, the method comprising the steps of: (a) digitizing the mammogram to produce a digitized mammogram; (b) identifying, as a suspected region, according to predetermined criteria, a suspected cluster of microcalcifications in the digitized mammogram; (c) extracting multiple topographic layers of the suspected region from the digitized mammogram, wherein all layers are extracted from the same mammogram; and (d) evaluating the extracted multiple topographic layers to determine whether the suspected region depicts a cluster of microcalcifications.
Claim 85
Dependent Claim
47 words
A method as in claim 73, wherein the step of evaluating comprises the steps of: for each layer of the multiple topographic layers, determining features of the region in the layer, and analyzing determined features of the region for different topographic layers of the multiple topographic layers.
Claim 86
Dependent Claim
57 words
A method as in claim 73, wherein the step of evaluating comprises the steps of: for at least two topographic layers of the multiple topographic layers, determining features of the region in the at least two topographic layers, and analyzing the determined features of the region for different topographic layers of the at least two topographic layers.
Claim 87
Dependent Claim
12 words
A method of claim 75, wherein the different topographic layers are adjacent.
Claim 88
Dependent Claim
12 words
A method of claim 75, wherein the different topographic layers are adjacent.
Claim 89
Dependent Claim
50 words
A method as in claim 73, wherein the step of evaluating multiple topographic layers comprises the steps of: determining, for each region, a rate of change in elevation of the region in a plurality of directions; and selecting, based on said determining, whether the region depicts a cluster of microcalcifications.
Claim 90
Dependent Claim
34 words
A method as in claim 73, further comprising the step of generating a rule-based criteria database, and wherein the step of evaluating evaluates a suspected region based on rule-based selection criteria from the database.
Claim 91
Dependent Claim
67 words
A method as in claim 73, wherein the step of identifying comprises the steps of: lowpass filtering the digital mammogram using two different filters to produce two, lowpass filtered images; subtracting the two lowpass filtered images; non-linear thresholding the subtracted image, based on digital values in the digital mammogram; blob labelling and size selecting of a suspected regions; blob clustering and blob selecting of selected suspected regions.
Claim 92
Dependent Claim
35 words
The method of claim 73, wherein the topographic layers are extracted by thresholding an image formed by subtracting two lowpass filtered versions of the digital radiograph at a particular threshold value for each topographic layer.
Claim 93
Dependent Claim
32 words
The method of claim 81, wherein the threshold value for each other layer is based on a digital value of a pixel in the digitized mammogram and on a predetermined contrast value.
Claim 94
Dependent Claim
17 words
The method of claim 81, wherein the predetermined contrast value is one of 1%, 1.5%, and 2%.
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