Principal Component Analysis Based Hybrid Speckle Noise Reduction Technique for Medical Ultrasound Imaging

نویسندگان

چکیده

Ultrasound imaging is the safest and most widely used medical technique available today. The main disadvantage of ultrasound presence speckle noise in its images that may obscure pathological changes body makes diagnosis more challenging. Therefore, many techniques were proposed to reduce improve image quality. Unfortunately, variations their performance with different scan parameters due methodologies make it hard choose which one adopt clinical practice. In this work, we consider problem combining information from multiple filters propose use principal component analysis find optimal set weights would retain hence better represent data final image. new implemented process collected a research system outcomes are compared individual average using quantitative quality metrics. has potential for utilization settings provide consistently better-quality combined help diagnostic accuracy.

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ژورنال

عنوان ژورنال: International Journal of Advanced Computer Science and Applications

سال: 2022

ISSN: ['2158-107X', '2156-5570']

DOI: https://doi.org/10.14569/ijacsa.2022.0131256