← SBrT2013
An In-Field Calibration Method based on Performance-Surface for the Multiresolution Bilateral Filter Applied to X-Ray Images
Multiresolution Bilateral Filter; Image Denoising; X-ray Images; Performance-Surface; Edge Preserving
Resumo
Several spatial filters applied to images are
available in technical and scientific literature. Besides the
reduction of the noise level, some of them also aim at the
preservation of the edges as well as the details. Those filters are
commonly applied to the processing of X-ray medical image
sequences, which are usually noised due to the low doses of
radiation suitable for medical procedures but where the loss of
any detail may impair a diagnosis. In this context, the Bilateral
Filter is well suited. Recent papers presented the Multiresolution
Bilateral Filter, which embed the Bilateral Filter in the process of
Wavelet Denoising. However, the literature lacks a procedure for
adjusting the parameters of the Bilateral Filter. Here, we show
that an adequate calibration is required for guaranteeing
increased performance. We present an in-field calibrating
method for Multiresolution Bilateral Filter in order to reduce the
noise level and preserve the image edges, built upon the analysis
of a Performance-Surface. The proposed method surpasses the
performance of the calibration methods that have already been
presented in the literature.