Histogram-Based Fast Adaptive Bilateral Filter for Ultrasound Speckle Reduction
نویسندگان
چکیده
Tissue structure including lesions in ultrasound images is important in clinical diagnosis. The way to suppress noise effectively and to preserve the structure is vital for diagnosis and also for image postprocessing. In order to reduce speckle and improve the quality of ultrasound images, this paper presents a fast adaptive bilateral filter (FABF) based on local histogram. The presented filter is derived from a conventional bilateral filter and is adaptively adjusted by speckle detection based on histogram matching. The criterion of speckle region is defined from a similarity value obtained from local histogram matching between the processing window and a reference speckle area. The presented filter can effectively reduce the speckle noise and, at the same time, maintain the tissue structure. In phantom and in vivo data, the proposed method can improve the quality of an ultrasound image in terms of tissue SNR and CNR values.
منابع مشابه
A Multiresolution Bilateral Filter for Speckle Reduction in Ultrasound Kidney Images
The kidney stones (renal calculi) are the most common medical problems that occur to the people, irrespective of age group. The ultrasonography is a versatile and noninvasive imaging modality often preferred over other techniques such as CT, MRI and X-ray for kidney stone detection. It does not use any ionizing radiation for its operation. However, the main disadvantage associated with ultrasou...
متن کاملBiomedical Images denoising using Symlet Wavelet with Wiener filter
Various medical modalities like MRI, CT scan, Ultrasound Imaging have been widely used in medical diagnosis. From all these ultrasound imaging is most popular due to its non-harmful nature and lost cost. But there is a problem in ultrasound images that is speckle noise which effects diagnosis based on the ultrasound images by disappearing low contrast lesions in tissues. Many techniques like Fi...
متن کاملSpeckle Reduction of Ultrasound Elastography with Bilateral Filter
Ultrasound elastography has been well applied in early tumor diagnosis for obtaining tissue stiffness information. Elastograpyy may provide useful clinical information for the tissue characterization. But ultrasonic wave interference will produce speckle in both phase and envelope. So in conventional ultrasound elastography, there are noise artifacts which produce some misdiagnosis. In this pap...
متن کاملSpeckle Reduction in ultrasound Images using Neighshrink and bilateral filtering
Speckle is a random multiplicative noise which obscures the perception and extraction of fine details in ultrasound images and speckle reduction is necessary to improve the visual quality of ultrasound images for better diagnosis. This study aims at introducing an algorithm by hybridizing bilateral filter with NeighShrink. The bilateral filter is applied before decomposition and after reconstru...
متن کاملLiver Ultrasound Image Analysis using Enhancement Techniques
Liver cancer is the sixth most common malignant tumour and the third most common cause of cancer-related deaths worldwide. Chronic Liver damage affects up to 20% of our population. It has many causes viral infections (Hepatitis B and C), toxins, genetic, metabolic and autoimmune diseases. The rate of liver cancer in Australia has increased four-fold in the past 20 years. For detection and quali...
متن کامل