Detection method and system for position of fetal nape transparent object with combination of medical statistical information
A technology of transparent objects on the back of the neck and statistical information, which is applied in the fields of image processing and image recognition, can solve the problem of many false detections, and achieves the effects of eliminating false detections, reducing judgment errors, and improving judgment accuracy.
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[0124] Model establishment: From January 2013 to January 2016, 3500 first-trimester ultrasound images stored in the Obstetrics and Gynecology Ultrasound Workstation of Sun Yat-sen Memorial Hospital of Sun Yat-sen University were collected. Eligible images were screened out, and the image criteria for inclusion in the study: the fetal head was fully displayed, and the head and thorax accounted for 70% to 85% of the entire graphics area; 130°~160°; the nose tip area of the head should be the largest highlighted area in the whole image.
[0125]After manual screening of 1,500 images that meet the measurement conditions, obtain the pixel distance and actual distance conversion parameters of the ultrasound image, and mark the head area and NT area; ①Get the average offset value of the head area and NT area; ②Use the Adaboost algorithm And use HOG feature training to obtain head region detector; ③Adaboost algorithm and use HOG feature training to obtain NT region detector.
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