A vein depth recognition method and prompting system
A technology of venous vessels and identification methods, applied in medical science, sensors, diagnostic recording/measurement, etc., to achieve the effect of improving the success rate of puncture
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[0063] figure 1 It is a blood vessel depth recognition method according to a preferred embodiment of the present invention, including a machine learning-based regression model training process and a blood vessel depth prediction process.
[0064] The training process of the regression model based on machine learning includes steps: constructing a training image set 101 , extracting a region of interest 102 , extracting features 103 , constructing a training image depth marker set 104 , and training a random forest model 105 . The specific steps of the machine learning-based regression model training process are as follows:
[0065] First construct the training image set and the training image depth marking set: 210 images of veins and blood vessels at different positions and depths in 30 volunteers were irradiated with near-infrared light, and the reflected images were received by a camera to form a training image set; correspondingly, through ultrasound The instrument measur...
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