Archives
may come down with increasing number of such cases
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may come down with increasing number of such cases.
of in Tables 4 and 5, the FPs/I is reduced to a satisfactory extent.
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However, we are trying to modify our earlier algorithm to
More number of possible pairs in the proposed method are the
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correctly delineate the border and identify the nipple position
bottleneck in the overall performance. Even though the lesion
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correctly especially with difficult cases in our future work.
on one view is not paired with any other lesion on other view,
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Consistent and accurate positioning of the breast during
the single view characterization can yield the classification
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mammography is essential for our method to acquire accurate
results as shown in Fig. 4.
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distance metrics for correspondence score. Incorrect and
The final stage in the proposed work for improving lesion
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inconsistent positioning may lead to lower accuracy that
detection is the fusion of two view correspondence scores
928
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was obtained on the dataset in this 4μ8C study.
with the one-view abnormality score. The fusion process is
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The authors in Refs. [9,46] showed that there is a high
simple and computationally simpler than approaches de-
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correlation between distances from the nipple to the centroid
scribed in the literature. The metric shown in terms of Kappa
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of lesions on CC and MLO views. The proposed work has
indicates the slight correlation between observed and
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leveraged this idea to devise a mechanism to choose lesion-
expected accuracy which can be improved further. However,
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based parameters as specified through Eqs. (5)–(7) in Section
better features can be selected to improve the correspondence
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4.3.1 to determine the width of annular region which is
score and subsequently the accuracy in matching the lesion
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different for every individual lesion on the either views. The
pairs.
936
889 results shown in Tables 4 and 5 prove that our selection of
890
annular region is appropriate and works well on mammo-
7.
Conclusion
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grams of larger as well as smaller breast area. It is observed
892
that in few cases the correspondence score of TP–FP pair is
893
better than that of TP–TP pair. We are investigating the reasons
The significantly vital concurrent analysis for estimating
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behind such exceptional cases.
likelihood of cancer of the abnormal lesions on the ipsilateral
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The purpose of minimizing the false pairs of lesions using
views of the mammogram is described in this article. The
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arc-based method is served well by selecting an appropriate
proposed approach is more realistic as Breakage and reunion closely mimics the
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width of the annular region. The prediction of the radial
radiologist's clinical practice of two views-based analysis of
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distances of the lesion from nipple on CC and MLO views and
breast anomalies. The preliminary results after fusion of single
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the width of annular search region are determined statically in
view features with two views information have demonstrated
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Refs. [9,28] which are applicable only to the images in their
a slight improvement in the case-based diagnostic accuracy
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respective studies. In this regard, we have selected the width of
and FPs/I close to the film-based scheme. The findings of
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annular region dynamically based on the length of minor axis
proposed two view scheme are significantly useful compared
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of both lesions involved in the process. The success of this task