A despeckling method for ultrasound images utilizing content-aware prior and attention-driven techniques

The despeckling of ultrasound images contributes to the enhancement of image quality and facilitates precise treatment of conditions such as tumor cancers. However, the use of existing methods for eliminating speckle noise can cause the loss of image texture features, impacting clinical judgment. Th...

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Veröffentlicht in:	Computers in biology and medicine 2023-11, Vol.166, p.107515, Article 107515
Hauptverfasser:	Qiu, Chenghao, Huang, Zifan, Lin, Cong, Zhang, Guodao, Ying, Shenpeng
Format:	Artikel
Sprache:	eng
Schlagworte:	Algorithms Attention mechanisms Breast cancer Breast Neoplasms - diagnostic imaging Female Humans Image enhancement Image Interpretation, Computer-Assisted - methods Image prior Image processing Image Processing, Computer-Assisted - methods Image quality Image segmentation Modules Neural networks Neural Networks, Computer Noise reduction Optimization Qualitative analysis Signal-To-Noise Ratio Speckle denoising Tumors Ultrasonic imaging Ultrasonic testing Ultrasonography - methods Ultrasound Ultrasound image
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