Procesamiento de Señales e Imágenes Digitales.
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Item Soft tissue characterization using different quantitative ultrasound modalities(Pontificia Universidad Católica del Perú, 2019-10-24) Romero Gutierrez, Stefano Enrique; Castañeda Aphan, Benjamín; Lavarello Montero, Roberto JannielQuantitative ultrasound has been used in several modalities for different experiments such as simulated phantom, physical phantoms, ex vivo and in vivo tissues. The potential of the ultrasound techniques could be useful to complemented medical diagnosis. In this work, two quantitative ultrasound techniques are applied on in vivo experiments: crawling waves sonoelastography applied to bicep brachii and a regularized power law for backscattering and attenuation coefficient for ovary tumor. A crawling waves sonoelastography (CWS) method was applied using two mini-shakers making parallel contact (conventional setup) and normal contact with the surface in two phantoms (homogeneous and inhomogeneous) using the phase derivative algorithm to assess the performance of the normal excitation with well-know metrics such as error, coefficient of variation, signal-to noise ratio and contrast-to noise ratio. The results suggest that the normal excitation provides comparable stiffness estimation in homogeneous and inhomogeneous phantoms. For in vivo test, a bicep barchii from healthy volunteers were assess in two experiments: relaxed-contracted and with a range weight of load. The application of normal setup indicated that a measurement of the relative stiffness on bicep brachii can be realized. The results indicated that a using the incremental weight causes a increase on the stiffness of the bicep following a linear behavior. A regularized power law (RPL) method was implemented and testing with simulated phantoms using a combination of the possible variables of data block size and the regularized parameters of the three variables of the backscattering and attenuation coefficients. The results showed that is possible provide accurate and precise backscattering and attenuation coefficient in the same algorithm. Additionally, in vivo breast experiments was performed and compared with the literature obtaining comparable results. Finally, a tumor of patients with suspected ovarian cancer were assess. The results suggests that RPL method and in general provides reasonable depictions of the reflectivity and attenuation of interrogated media.Item Regularized spectral log difference technique for ultrasonic attenuation imaging(Pontificia Universidad Católica del Perú, 2017-07-13) Coila Pacompia, Andres Leonel; Lavarello Montero, Roberto JannielThe attenuation coefficient slope (ACS) has the potential to be used for tissue characterization and as a diagnostic ultrasound tool, hence complementing B-mode images. The ACS can be valuable for estimation of other ultrasound parameters such as the backscatter coefficient. There is a well-known tradeoff between the precision of the estimated ACS values and the data block size used in spectral-based techniques such as the spectral log difference (SLD). This trade-off limits the practical usefulness of spectral-based attenuation imaging techniques. In this thesis work, the regularized spectral log difference (RSLD) technique is presented in detail and evaluated with simulations and experiments with physical phantoms, ex vivo and in vivo. The ACS values obtained when using the RSLD technique were compared to the ones obtained when using the SLD technique, as well as the ground truth ACS values obtained with insertion loss techniques. The results showed that the RSLD technique allowed significantly decreasing estimation variance when using small data block sizes (i.e., standard deviation of percentage error reduced by more than an order of magnitude in all cases when using 10 x 10 data blocks) without sacrificing estimation accuracy. Therefore, the RSLD allows for the reconstruction of attenuation coefficient images with an improved trade-off between spatial resolution and estimation precision.Item A study of new methods and techniques for ultrasonic attenuation estimation(Pontificia Universidad Católica del Perú, 2017-03-09) Zenteno Valdiviezo, Omar Jonathan; Lavarello Montero, Roberto JannielThe pathological states of biological tissue are often related in attenuation changes of itself. Thus, information about attenuating properties of tissue is valuable for the physician and could be useful in ultrasonic diagnosis. However, accurate characterization of tissue pathologies using ultrasonic attenuation is strongly dependent on the accuracy of the algorithm that is used to obtain the attenuation coefficient estimates. In the present document, we derive a new attenuation estimation method which uses the analytical backscatter coefficient (BSC) diffraction compensation function for single-element transducers proposed by Chen et al. and compare it to a reference phantom attenuation estimation method. The accuracy of the two methods was evaluated. The results showed that an accurate attenuation coefficient mean value can be estimated by the two methods presenting a low mean percentile error (MPE<6%). However, the coefficient of variation of the estimates remains higher than the desired values (CV>62%). Moreover, to remove the inherent size of the ROI’s limitation due to the high variability of the estimator, the use of full angular spatial compounding was extended to the estimation of attenuation coefficients and its performance was experimentally evaluated using two physical phantoms. The results suggest that the variance and field of view of attenuation imaging can be significantly improved without sacrificing estimation accuracy. Based on these observations, the analytic diffraction compensation method was applied in an animal model to estimate the mean attenuation value of thyroids lobes. To reduce variability on the estimates, a three neighboring layer spatial compounding approach was applied. The results suggest the mean attenuation value can potentially discriminate a particular pathology on thyroid from malignant and normal tissues. The final conclusions lead to remark the potential of parametric imaging of tissue attenuation by the analytic diffraction compensation method in conjunction with spatial compounding as a useful tool for medical detection and diagnostic.Item Evaluation of shear wave speed measurements using crawling waves sonoelastography and single tracking location acoustic radiation force impulse imaging(Pontificia Universidad Católica del Perú, 2015-07-25) Ormachea Quispe, Juvenal; Castañeda Aphan, Benjamín; Parker, Kevin J.Many pathological conditions are closely related with an increase in tissue sti ness. For many years, experts performed manual palpation in order to measure elasticity changes, however, this method can only be applied on superficial areas of the human body and provides crude sti ness estimation. Elastography is a technique that attempts to characterize the elastic properties of tissue in order to provide additional and useful information for clinical diagnosis. For more than twenty years, di erent research groups have developed various elastography modalities with a strong interest for quantitative images during the last decade. Recently, comparative studies among di erent elastographic techniques have been performed in order to better characterize biomaterials, to cross-validate several shear wave elastographic modalities and to study the factors that influence their precision and accuracy. This comparison works may contribute to achieve standardization in quantitative elastography and their use in commercial equipment for their application in human patients. However, there is still a limited literature in the field of quantitative elastography modalities comparisons. This thesis focuses on the comparison between two elastographic techniques: crawling wave sonoelastography (CWS) and single tracking location-acoustic radiation force impulse (STL-ARFI). The comparison shows the estimation of the shear wave speed (SWS), lateral resolution, contrast and contrast-to-noise ratio (CNR) in homogeneous and inhomogeneous phantoms using both techniques. The SWS values obtained with both modalities are validated with mechanical measurements that are considered as ground truth. The SWS results for the three di erent homogeneous phantoms (10%, 13%, and 16% gelatin concentrations), show good agreement between CWS, STL-ARFI and mechanical measurements as a function of frequency. The maximum accuracy errors obtained with CWS were 2.52%, 1.63% and 2.26%. For STL-ARFI, the maximum errors were 6.22%, 5.63% and 4.08% for the 10%,13% and 16% gelatin phantom respectively. For lateral resolution, contrast and CNR estimated in the inhomogeneous phantoms, it can be seen that for vibration frequencies higher than 340 Hz, CWS presents better results than the obtained with STL-ARFI using distances between the push beams ( x) higher than 4 mm. However, using these vibration frequencies will not be feasible for in vivo tissues due to attenuation problems. It that sense, for lower vibration frequencies than 300 Hz and x among 3 mm and 6 mm, comparable lateral resolution, contrast and CNR was obtained. Finally, the results of this study contribute to the data currently available for comparing elastographic techniques. Moreover, the methodology implemented in this document may be helpful for future standardization for di erent elastographic modalities.Item Backscatter coefficient estimation using highly focused ultrasound transducers(Pontificia Universidad Católica del Perú, 2014-05-26) Panizo Ríos, Diego; Lavarello Montero, Roberto JannielThe backscatter coefficient (BSC) is an intrinsic property that quantifies the amount of energy that is reflected by a material as function of the ultrasound wave frequency. BSCs have been proposed for decades for tissue characterization, along with quantitative ultrasound (QUS) parameters derived from BSCs that have been used to construct images that represent how these properties vary spatially. The availability of formulations based on weakly focusing conditions has resulted in a widespread use of large focal number transducers for BSC estimation. The use of highly focused transducers offers the possibility of improving the spatial resolution of BSC-based imaging. The model by Chen et al. [1] was developed for estimating BSCs using transducers of arbitrary focal number. However, to this date only preliminary experimental validation of this method has been performed. The goals of the present study are to analyze for the first time the accuracy of Chen’s [1] method when estimating BSCs using highly focused transducers through both simulations and experiments, and to analyze the accuracy on the estimation of QUS parameters derived from BSCs (specifically the effective scatterer size (ESD) and concentration (ESC)) applying the Chen et al. [1] model. To achieve these goals, a theoretical model of BSC synthesis based on the method of Chen et al. [1]. was derived and used with simulated data. The model considers frequency dependent diffraction patterns, and the scatterers in the synthetic data replicate the properties of solid spheres. In experiments, data obtained using highly focused transducers from a physical phantom containing glass beads was used. This experimental data was appropriately compensated for attenuation and transmission effects. The accuracy of Chen’s method was evaluated calculating the mean fractional error between the estimated and theoretical BSCs curves for both simulations and experiments. Also, the QUS parameters were estimated and compared with real known parameters. BSCs and QUS parameter estimates were obtained from regions of interest from both the transducer focus and throughout the transducer focal region. Finally, the sound speed and the transducer focus were varied in appropriate ranges when processing the data for the BSC and QUS values estimation in order to assess the robustness of the method to uncertainties in these parameters. The results showed that BSCs and QUS parameters can be accurately estimated using highly focused transducers if the appropriate model is used, with regions of interest not restricted to be centered at the focus but to the full extension of the -6-dB transducer focal region. It was also verified that well estimated parameters as the sound speed and transducer focus are necessary in order to obtain accurate BSCs and QUS parameters estimates.