EDGE-PRESERVING SPECKLE TEXTURE REMOVAL BY INTERFERENCE-BASED SPECKLE FILTERING FOLLOWED BY ANISOTROPIC DIFFUSION
Contribuinte(s) |
UNIVERSIDADE DE SÃO PAULO |
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Data(s) |
05/11/2013
05/11/2013
2012
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Resumo |
Ultrasonography has an inherent noise pattern, called speckle, which is known to hamper object recognition for both humans and computers. Speckle noise is produced by the mutual interference of a set of scattered wavefronts. Depending on the phase of the wavefronts, the interference may be constructive or destructive, which results in brighter or darker pixels, respectively. We propose a filter that minimizes noise fluctuation while simultaneously preserving local gray level information. It is based on steps to attenuate the destructive and constructive interference present in ultrasound images. This filter, called interference-based speckle filter followed by anisotropic diffusion (ISFAD), was developed to remove speckle texture from B-mode ultrasound images, while preserving the edges and the gray level of the region. The ISFAD performance was compared with 10 other filters. The evaluation was based on their application to images simulated by Field II (developed by Jensen et al.) and the proposed filter presented the greatest structural similarity, 0.95. Functional improvement of the segmentation task was also measured, comparing rates of true positive, false positive and accuracy. Using three different segmentation techniques, ISFAD also presented the best accuracy rate (greater than 90% for structures with well-defined borders). (E-mail: fernando.okara@gmail.com) (C) 2012 World Federation for Ultrasound in Medicine & Biology. Fapesp [09/12313-8, 07/53985-3] FAPESP |
Identificador |
ULTRASOUND IN MEDICINE AND BIOLOGY, NEW YORK, v. 38, n. 8, supl., Part 3, pp. 413-421, AUG, 2012 0301-5629 http://www.producao.usp.br/handle/BDPI/41636 10.1016/j.ultrasmedbio.2012.03.014 |
Idioma(s) |
eng |
Publicador |
ELSEVIER SCIENCE INC NEW YORK |
Relação |
ULTRASOUND IN MEDICINE AND BIOLOGY |
Direitos |
closedAccess Copyright ELSEVIER SCIENCE INC |
Palavras-Chave | #ULTRASONIC IMAGING #BIOMEDICAL IMAGE PROCESSING #IMAGE ENHANCEMENT #SPECKLE FILTERING #ULTRASOUND #REDUCTION #IMAGES #ENHANCEMENT #ACOUSTICS #RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING |
Tipo |
article original article publishedVersion |