Ultrasonic diagnostic arrangements selecting parameters for selecting relevant estimation data for classifying an elasticity image
View Patent ↗Ultrasonic diagnostic apparatus including: a tomogram constructing means; an elasticity information calculating means; an elasticity image constructing means; a display means; an estimation data generating means configured to generate estimation data for estimating the characteristic of a biomedical tissue on the basis of the elasticity image; an estimation data selecting means configured to select at least one parameter used for the estimation of the characteristic of the biomedical tissue and to make the selected parameter displayed on the display means, an analyzing means configured to analyze the elasticity image using at least one parameter selected by the estimation data selecting means and to make the result of analysis displayed on the display means; wherein the display means displays the parameter used for the estimation of the characteristic and the result of analysis.
1. An ultrasonic diagnostic apparatus having an analyzing tool for analyzing lesion information of a tissue of an object by using RF signal frame data obtained from the object and a display,
the analyzing tool comprising:
at least one computer and memory, pre-configured to effect operations including:
calculating displacement data by using RF signal frame data obtained in time-series;
calculating elasticity data including at least one of distortion and elasticity modulus at each point of a cross-section of an object as an examination target by using the displacement data;
generating elasticity image data of the cross-section of the object from the elasticity data;
analyzing the elasticity data, and generating plural estimation data containing a histogram of the elasticity data, statistical processing data and shape complexity of a diseased tissue;
selecting parameters concerning estimation data relevant for classifying the elasticity image; and
multivariate-analyzing to classify the elasticity image into two or more groups by using the estimation data of parameters selected by the estimation data selector,
wherein the display displays the elasticity image, the parameters used for classifying the elasticity image by the multivariate-analyzing, and a result of classification as classified by the multivariate-analyzing.
2. The ultrasonic diagnostic apparatus according to claim 1 , wherein
the selecting is configured to contain at least an input layer and an output layer, receive plural estimation data, output a classification result, and a coupling load and a threshold value from an input to an output are changed so that a difference between the output and a teacher signal obtained from known data is corrected.
3. The ultrasonic diagnostic apparatus according to claim 1 , wherein
the parameters contains an average value and a standard deviation of a distortion amount, an area ratio of a region (drawing region) whose distortion amount is not less than a threshold value in a binarized image, and a degree of complexity.
4. The ultrasonic diagnostic apparatus according to claim 1 , wherein
the multivariate-analyzing performs classification by using any one of a multiple linear regression analysis, discrimination analysis, principal component analysis, quantification method, factor analysis, cluster analysis, multidimensional scale method and neural network.