H-ProMed: Ultrasound image segmentation based on the evolutionary neural network and an improved principal curve

T Peng, J Zhao, Y Gu, C Wang, Y Wu, X Cheng, J Cai - Pattern Recognition, 2022 - Elsevier
… of principal curves and formulate a challenging segmentation problem when combining the
principal curve-… definitions of the principal curve to highlight the principal curve's properties. …

Semi-automatic prostate segmentation from ultrasound images using machine learning and principal curve based on interpretable mathematical model expression

T Peng, C Tang, Y Wu, J Cai - Frontiers in Oncology, 2022 - frontiersin.org
… the principal curve method to automatically approach the center of the dataset (21) and use
a principal curve-… Compared with other state-of-the-art principal curve models, the Constraint …

Ultrasound Prostate Segmentation Using Adaptive Selection Principal Curve and Smooth Mathematical Model

T Peng, Y Wu, J Zhao, C Wang, J Wang, J Cai - Journal of Digital Imaging, 2023 - Springer
ultrasound imagesultrasound images that generates accurate contours of the prostate from
a range of datasets. Our method involves three key steps: (1) application of a principal curve-…

H-SegMed: a hybrid method for prostate segmentation in TRUS images via improved closed principal curve and improved enhanced machine learning

T Peng, C Tang, Y Wu, J Cai - International Journal of Computer Vision, 2022 - Springer
… Accurate prostate segmentation in transrectal ultrasound images is particularly challenging
due to the ambiguous boundary between the prostate and neighboring organs, the presence …

A guide to analysing tongue motion from ultrasound images

M Stone - Clinical linguistics & phonetics, 2005 - Taylor & Francis
… This paper is meant to be an introduction to and general reference for ultrasound imaging
… to the first principal component. This second axis, or second principal component, is defined …

Segmentation of kidney from ultrasound images based on texture and shape priors

J Xie, Y Jiang, H Tsui - IEEE transactions on medical imaging, 2005 - ieeexplore.ieee.org
… segmentation of kidney from medical ultrasound (US) images. US imaging allows faster and
more … The vectors of are arranged back into the rectangular image grid to yield the principal

Computer‐aided diagnosis using morphological features for classifying breast lesions on ultrasound

YL Huang, DR Chen, YR Jiang, SJ Kuo… - Ultrasound in …, 2008 - Wiley Online Library
ultrasound image. Nineteen practical morphological features from the extracted contour were
calculated and principal … we used an ultrasound image database including 118 images of …

Speckle-constrained filtering of ultrasound images

K Krissian, R Kikinis, CF Westin… - 2005 IEEE Computer …, 2005 - ieeexplore.ieee.org
… for less than highly trained users and also complicates image … on the noise properties
in ultrasound images, and on the … The principal curvature directions are computed as two …

Feature extraction and selection of kidney ultrasound images using GLCM and PCA

D Kumar - Procedia Computer Science, 2020 - Elsevier
Ultrasound image database used in this research work is acquired from different ultrasound
… This paper includes principal component analysis (PCA) for feature reduction purpose [34]. …

Image retrieval with principal component analysis for breast cancer diagnosis on various ultrasonic systems

YL Huang, SJ Kuo, CS Chang, YK Liu… - Ultrasound in …, 2005 - Wiley Online Library
… The image retrieval techniques were employed to differentiate breast tumors, according to the
similarities of the principal vectors… of retrieved images from the ultrasound image database. …