Method for de-noising medical ultrasonic image based on wavelet transformation and guide filter

A technology for guiding filters and ultrasound images, applied in the field of medical image denoising, which can solve problems such as gradient inversion, blurred image edges, and inability to meet the real-time requirements of medical ultrasound imaging systems

Inactive Publication Date: 2015-01-28
ZHEJIANG UNIV OF TECH
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Problems solved by technology

The common ones are mean filtering and median filtering, etc., but when there is obvious edge information in the image, the usual neighborhood operation will change the gray value of the edge points of the image, thus making the edge of the image blurred
Therefore, the bilateral filter that can keep the edge information well has been recognized by everyone, but due to the high computational complexity of the bilateral filter and the phenomenon of "gradient reversal", it cannot meet the real-time requirements of the medical ultrasound imaging system.

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  • Method for de-noising medical ultrasonic image based on wavelet transformation and guide filter
  • Method for de-noising medical ultrasonic image based on wavelet transformation and guide filter
  • Method for de-noising medical ultrasonic image based on wavelet transformation and guide filter

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Embodiment Construction

[0104] In order to make the object, technical solution and advantages of the present invention clearer, the technical solution of the present invention will be further described below in conjunction with the accompanying drawings.

[0105] A kind of medical ultrasound image denoising method based on wavelet transform and guided filter of the present invention, comprises the following steps:

[0106] Step 1) Establish a model of medical ultrasound images.

[0107] If it is considered that the ultrasound imaging system can make appropriate dynamic compensation for those factors that affect the acoustic power, the envelope signal collected by the ultrasound imaging system consists of two parts, one is the reflection signal of meaningful internal tissues, and the other is the noise signal . The noise signal can be divided into multiplicative noise and additive noise. Multiplicative noise is related to the principle of ultrasound signal imaging, and mainly comes from random scatt...

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Abstract

The invention discloses a method for de-noising a medical ultrasonic image based on wavelet transformation and a guide filter, and the method comprises the following steps of: step 1) creating a medical ultrasonic image model; step 2) performing wavelet decomposition to the logarithm transformation image in the step 1) to obtain four frequency domains (LL1, LH1, HL1 and HH1); performing wavelet decomposition to LL1 in the low frequency domain so as to obtain four frequency domains (LL2, LH2, HL2 and HH2); repeating the step until to decompose the maximum layer J; step 3) performing filter processing to a wavelet coefficient in the final-layer low-frequency part (LLJ) by the guide filter; step 4) performing threshold valve method contraction treatment to the wavelet coefficient in each-layer high-frequency part (LHj, HLj and HHj, j=1, 2, ......, J); step 5) performing wavelet inverse transformation treatment to gain the de-noised medical ultrasonic image; performing exponential transformation to the medical ultrasonic image obtained in the step 5) to obtain de-noised ultrasonic envelope signals.

Description

technical field [0001] The invention is applied in the field of medical image denoising. Background technique [0002] In the field of medical imaging, imaging technologies such as ultrasound imaging, CT, and MRI have been applied in medical clinical diagnosis. Ultrasound imaging is safer than other imaging techniques because it is non-invasive, non-radioactive, fast and convenient. Especially in clinical applications such as observing fetal growth in pregnant women and diagnosing abdominal organ lesions, the use of ultrasound imaging technology is even more important. [0003] According to the statistics of breast cancer in women given by the American Cancer Society in 2013, in the past year, there were 232,340 new cases of invasive breast cancer and 39,620 deaths from breast cancer in American women. The main technology for detecting human breasts and other organs of the abdomen is ultrasonic imaging technology, which is commonly referred to as B-ultrasound images. Ther...

Claims

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Application Information

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Patent Type & Authority Applications(China)
IPC IPC(8): G06T5/00
Inventor 张聚林广阔胡标标吴丽丽杨立林忠款胡立伟
Owner ZHEJIANG UNIV OF TECH
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