Xiaofang Zhu, Liang Jing, Dangguo Shao. Ultrasonic Image Denoising Using Adaptive Bilateral Filtering Based on Back Propagation Neural Network[J]. Laser & Optoelectronics Progress, 2020, 57(24): 241014
- Laser & Optoelectronics Progress
- Vol. 57, Issue 24, 241014 (2020)
Fig. 1. Structural diagram of BP neural network
Fig. 2. BP neural network based adaptive bilateral filtering model
Fig. 3. Denoising results of physical phantom ultrasonic image. (a) Original image; (b) P-M model; (c) DPAD method; (d) DnCNN model ; (e) our method
Fig. 4. Denoising results of liver ultrasonic image 1. (a) Original image; (b) P-M model; (c) DPAD method; (d) DnCNN model; (e) our method
Fig. 5. Denoising results of liver ultrasonic image 2. (a) Original image; (b) P-M model; (c) DPAD method; (d) DnCNN model; (e) our method
Fig. 6. Denoising results of kidney ultrasonic image. (a) Original image; (b) P-M model; (c) DPAD method; (d) DnCNN model; (e) our method
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Table 1. Objective analysis of denoising results of physical phantom ultrasonic image
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Table 2. Objective analysis of denoising results of liver ultrasonic image 1
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Table 3. Objective analysis of denoising results of liver ultrasonic image 2
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Table 4. Objective analysis of denoising results of kidney ultrasonic image
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