Redirigiendo al acceso original de articulo en 23 segundos...
Inicio  /  Algorithms  /  Vol: 15 Par: 10 (2022)  /  Artículo
ARTÍCULO
TITULO

Impact of Iterative Bilateral Filtering on the Noise Power Spectrum of Computed Tomography Images

Choirul Anam    
Ariij Naufal    
Heri Sutanto    
Kusworo Adi and Geoff Dougherty    

Resumen

A bilateral filter is a non-linear denoising algorithm that can reduce noise while preserving the edges. This study explores the characteristics of a bilateral filter in changing the noise and texture within computed tomography (CT) images in an iterative implementation. We collected images of a homogeneous Neusoft phantom scanned with tube currents of 77, 154, and 231 mAs. The images for each tube current were filtered five times with a configuration of sigma space (sd) = 2 pixels, sigma intensity (sr) = noise level, and a kernel of 5 × 5 pixels. To observe the noise texture in each filter iteration, the noise power spectrum (NPS) was obtained for the five slices of each dataset and averaged to generate a stable curve. The modulation-transfer function (MTF) was also measured from the original and the filtered images. Tests on an anthropomorphic phantom image were carried out to observe their impact on clinical scenarios. Noise measurements and visual observations of edge sharpness were performed on this image. Our results showed that the bilateral filter was effective in suppressing noise at high frequencies, which is confirmed by the sloping NPS curve for different tube currents. The peak frequency was shifted from about 0.2 to about 0.1 mm-1 for all tube currents, and the noise magnitude was reduced by more than 50% compared to the original images. The spatial resolution does not change with the number of iterations of the filter, which is confirmed by the constant values of MTF50 and MTF10. The test results on the anthropomorphic phantom image show a similar pattern, with noise reduced by up to 60% and object edges remaining sharp.

 Artículos similares

       
 
Ivan Duvnjak, Suzana Ereiz, Marina Francic Smrkic and Domagoj Damjanovic    
The recent seismic activity in Croatia has inflicted significant damage upon numerous buildings, with masonry structures being particularly affected. Consequently, experimental investigations and structural condition assessments? have garnered increased ... ver más
Revista: Applied Sciences

 
Taozhen Sheng, Tongchun Li, Xiaoqing Liu and Huijun Qi    
The stability analysis of rock slopes has been a prominent topic in the field of rock mechanics, primarily due to the widespread occurrence of discontinuous structural planes in rock masses. Based on this complex characteristic of rock slopes, this paper... ver más
Revista: Applied Sciences

 
Haojie Zhu, Mou Chen, Zengliang Han and Mihai Lungu    
This paper concerns the fire-control command calculation (FCCC) of an unmanned autonomous helicopter (UAH). It determines the final effect of the UAH attack. Although many different FCCC methods have been proposed for finding optimal or near-optimal fire... ver más
Revista: Aerospace

 
Jing Zhang, Xuelei Kang, Xinghua Shi, C. Guedes Soares and Ming Song    
With the expansion of the Arctic route, the safety of ship crossing the area in light of the low temperature and ice has become of focus, especially with regards to the ship?s structure. The mechanical properties of the material making up the ship?s stru... ver más

 
Li He, Shasha Ji, Kunlun Xin, Zewei Chen, Lei Chen, Jun Nan and Chenxi Song    
Hydraulic monitoring data is critical for optimizing drainage system design and predicting system performance, particularly in the establishment of data-driven hydraulic models. However, anomalies in monitoring data, caused by sensor failures and network... ver más
Revista: Water