… The employment of ML techniques in ultrasound imaging applications started several years
… of machine learning techniques for two of the most popular ultrasound imaging fields, …

… imaging, such as [1,2,3,4], primarily focus on CT, MRI, and microscopy. In this review, we
focus on the use of machine learning … have helped accelerate US image analysis adoption by …

… ultrasound images and 80 rejected ultrasound images (training dataset 3). From these selected
112 ultrasound images, we extracted 5600 images … the proposed input image to augment …

… in Fig.l Ultrasound thyroid images can accurately … ultrasound images of thyroid gland used
in this project are obtained from various websites given in reference papers and some images …

… 3D ultrasound images, we propose a CNN-based method for breast ultrasound image
segmentation on 3 orthogonal image planes. Specifically, the CNNs take image blocks centered …

… extraction and machine learning method for the classification of ultrasound images obtained
… the midline, are extracted from the ultrasound images using template matching and midline …

… known as machine learning (ML). Application of new automated systems based on ML was
reported in ultrasound imaging of the prostate, breast, and thyroid. In prenatal imaging, ML …

… There are many advantages of ultrasound imaging such as safety, … the ultrasound CAD
system utilizing machine learning technology in recent years. This study divided the ultrasound …

… discussing the opportunities within medical ultrasound, which … within medical ultrasound
with regard to machine learning and … ultrasound imaging. In particular, approaches using deep …

… so that we generate a good quality ultrasound images before segmentation. In case of graph
cut… more image features. It can be made fully automatic using machine learning approaches …