Liver tumor angiogenesis quantitative analysis method based on dynamic ultrasound contrast
A technology of contrast-enhanced ultrasound and angiogenesis, applied in image analysis, image data processing, instruments, etc., can solve the problems of respiratory movement interference, loss of regional perfusion information, and poor repeatability of inspection, and achieve the effect of eliminating interference
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[0033] A method for quantitative analysis of liver tumor angiogenesis based on dynamic contrast-enhanced ultrasound, comprising the following steps:
[0034] (1) Track the lesion area through the twin convolutional network based on spatial feature recalibration, thereby eliminating the interference caused by respiratory movement on the quantitative analysis of contrast-enhanced ultrasound;
[0035] (2) Using the ultrasound-enhanced sub-sequence obtained in step (1) without respiratory interference, the local perfusion pattern is extracted through a stable component analysis algorithm;
[0036] (3) Quantify the difference in local perfusion patterns in the tumor interior and surrounding normal tissues through a similarity measure based on perfusion phase constraint matching;
[0037] (4) Taking the local tissue as the network node, and based on the perfusion similarity calculated in step (3) as the edge, a network graph representing the difference of angiogenesis in the tumor i...
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