Breast mass and calcific benign-malignant automatic recognition and quantitative image evaluation system
A technology of automatic identification and evaluation system, applied in the field of medical diagnostic equipment for breast diseases, can solve the problem of lack of quantitative evaluation indicators, achieve the effect of convenient operation and improve the accuracy of judgment
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Embodiment 1
[0037] Patient A; age: 80 years old; clinical diagnosis: grade 2 malignant breast cancer without nipple discharge
[0038] Use the CAD system to automatically obtain the ROIs of benign and malignant tumors in mammography. Figure 1A , Figure 1B with Figure 1C They are examples of tumors automatically identified by mammography. The left picture in the figure is the original mammogram. The area surrounded by the red curve is the malignant mass automatically recognized by CAD. The middle picture combined with the left picture is the enlarged calcified area. Screenshot, the right picture is the calcified plaque automatically extracted by CAD, and the yellow rectangle is the circumscribed rectangle of the calcified area. When no yellow rectangle box appears automatically, it indicates that there is no calcified plaque in the image (such as Figure 1C ), once the yellow rectangular frame appears automatically, it indicates the existence of microcalcified plaques, even if no ob...
Embodiment 2
[0042] Patient B; age: 75 years old; clinical diagnosis: grade 3 malignant breast cancer with nipple discharge
[0043] Use the CAD system to automatically obtain the ROIs of benign and malignant tumors in mammography. Processed graphics are similar to those described in Example 1 Figure 1A . The left picture is the original mammography target film, the middle is the enlarged picture of the malignant calcified plaque automatically identified by CAD, and the yellow rectangle is the smallest circumscribed rectangle of the calcified plaque. All the image parameter values mined and extracted are located at the bottom area of the CAD system graphical interface, and the evaluation reference obtained based on the built-in model is located at the bottom right corner of the CAD system graphical interface.
[0044] Calculated from CAD Figure 1B Mass parameter in: fractal dimension D F = 1.2459, heterogeneity H = 0.4735, multifractal dimension M F =0.1364, calcification param...
Embodiment 3
[0047] Patient C; age: 44 years old; clinical diagnosis: mastitis with tenderness
[0048] Calculated from CAD Figure 1C Mass parameter in: fractal dimension D F = 0, heterogeneity H = 0, multifractal dimension M F =0, calcification parameters: calcification density P=0, number of calcification spots N=0, sand calcification spots Ns=0,
[0049] Since the results of the CAD examination showed no lumps and calcified plaques, the calculation results were all 0, and the judgment result was that no malignant lumps and calcifications were found, which was consistent with the clinical diagnosis (mastitis is only a common general breast disease)
[0050] Judgment regression equation (1) according to classification: Y E =a*D F +b*M F +c*y+d*P+e*H, according to the logic equation (5) for distinguishing good and bad tumors: E=M mul |F simp |y*P&Ns, joint analysis discriminant. Based on the automatic analysis and judgment of the above CAD system, Figure 1C It was judged by CA...
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