Medical ultrasound image denoising based on bitonic filtering and decomposition framework
An ultrasound image and image technology, applied in the field of medical ultrasound image denoising, can solve problems such as time-consuming, and achieve the effects of reducing time consumption, protecting image edge information, and improving medical denoising effect.
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[0050] The present invention will be further described below in conjunction with the accompanying drawings.
[0051] A denoising method for medical ultrasound images based on bitonic filtering and decomposition framework, the steps are as follows:
[0052] Step 1) Decompose the image through the decomposition framework.
[0053] The ultrasonic image I is decomposed, and three components C1, C2, and C3 can be obtained after decomposing. The formula for decomposing is as follows:
[0054]
[0055] The components C1 and C3 respectively contain the details and approximate information of the image, and C2 is the 0 component, where the definition formula of the operator K is as follows:
[0056]
[0057] In the above formula, λ is the smoothing parameter, and I x is the partial derivative of image I at point (x,y) with respect to x, I y is the partial derivative of image I at point (x, y) with respect to y, is the gradient of the image I at point (x, y), the experiment sh...
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