AIMC Topic:
Ultrasonography

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Automatic Lacunae Localization in Placental Ultrasound Images via Layer Aggregation.

Medical image computing and computer-assisted intervention : MICCAI ... International Conference on Medical Image Computing and Computer-Assisted Intervention Sep 26, 2018
Accurate localization of structural abnormalities is a precursor for image-based prenatal assessment of adverse conditions. For clinical screening and diagnosis of abnormally invasive placenta (AIP), a life-threatening obstetric condition, qualitativ...
Sensitivity and Specificity Pregnancy Ultrasonography Female Placenta Reproducibility of Results Humans Machine Learning Algorithms Pattern Recognition, Automated
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Joint Weakly and Semi-Supervised Deep Learning for Localization and Classification of Masses in Breast Ultrasound Images.

IEEE transactions on medical imaging Sep 24, 2018
We propose a framework for localization and classification of masses in breast ultrasound images. We have experimentally found that training convolutional neural network-based mass detectors with large, weakly annotated datasets presents a non-trivia...
Humans Ultrasonography Image Processing, Computer-Assisted Supervised Machine Learning Female Breast Neoplasms Deep Learning Neural Networks, Computer Algorithms Republic of Korea
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Evaluation of Commonly Used Algorithms for Thyroid Ultrasound Images Segmentation and Improvement Using Machine Learning Approaches.

Journal of healthcare engineering Sep 23, 2018
The thyroid is one of the largest endocrine glands in the human body, which is involved in several body mechanisms like controlling protein synthesis and the body's sensitivity to other hormones and use of energy sources. Hence, it is of prime import...
Diagnosis, Computer-Assisted Thyroid Gland Thyroid Neoplasms Neural Networks, Computer Ultrasonography Decision Trees Humans Software Machine Learning Automation Imaging, Three-Dimensional Algorithms Image Processing, Computer-Assisted Reproducibility of Results
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Multiparametric ultrasomics of significant liver fibrosis: A machine learning-based analysis.

European radiology Sep 3, 2018
OBJECTIVE: To assess significant liver fibrosis by multiparametric ultrasomics data using machine learning.
Adult Machine Learning Humans Algorithms Area Under Curve Support Vector Machine Neural Networks, Computer ROC Curve Male Decision Support Techniques Decision Trees Hepatitis B, Chronic Logistic Models Middle Aged Prospective Studies Liver Cirrhosis Ultrasonography Female
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Regional Multi-View Learning for Cardiac Motion Analysis: Application to Identification of Dilated Cardiomyopathy Patients.

IEEE transactions on bio-medical engineering Aug 15, 2018
OBJECTIVE: The aim of this paper is to describe an automated diagnostic pipeline that uses as input only ultrasound (US) data, but is at the same time informed by a training database of multimodal magnetic resonance (MR) and US image data.
Cardiomyopathy, Dilated Machine Learning Algorithms Heart Humans Ultrasonography Magnetic Resonance Imaging Support Vector Machine Multimodal Imaging Databases, Factual Image Interpretation, Computer-Assisted Movement
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Efficient B-Mode Ultrasound Image Reconstruction From Sub-Sampled RF Data Using Deep Learning.

IEEE transactions on medical imaging Aug 10, 2018
In portable, 3-D, and ultra-fast ultrasound imaging systems, there is an increasing demand for the reconstruction of high-quality images from a limited number of radio-frequency (RF) measurements due to receiver (Rx) or transmit (Xmit) event sub-samp...
Deep Learning Ultrasonography Image Processing, Computer-Assisted Humans Abdomen Algorithms Carotid Arteries
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Transfer learning with deep convolutional neural network for liver steatosis assessment in ultrasound images.

International journal of computer assisted radiology and surgery Aug 9, 2018
PURPOSE: The nonalcoholic fatty liver disease is the most common liver abnormality. Up to date, liver biopsy is the reference standard for direct liver steatosis quantification in hepatic tissue samples. In this paper we propose a neural network-base...
Male Ultrasonography ROC Curve Algorithms Female Adult Fatty Liver Support Vector Machine Liver Humans Neural Networks, Computer
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Machine learning and deep learning applied in ultrasound.

Ultraschall in der Medizin (Stuttgart, Germany : 1980) Aug 2, 2018
Machine Learning Deep Learning Ultrasonography
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Framework of Computer Aided Diagnosis Systems for Cancer Classification Based on Medical Images.

Journal of medical systems Jul 11, 2018
Early detection of cancer can increase patients' survivability and treatment options. Medical images such as Mammogram, Ultrasound, Magnetic Resonance Imaging, and microscopic images are the common method for cancer diagnosis. Recently, computer-aide...
Breast Neoplasms Mammography Neoplasms Humans Bayes Theorem Diagnosis, Computer-Assisted Algorithms Ultrasonography Support Vector Machine
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Weakly-supervised convolutional neural networks for multimodal image registration.

Medical image analysis Jul 4, 2018
One of the fundamental challenges in supervised learning for multimodal image registration is the lack of ground-truth for voxel-level spatial correspondence. This work describes a method to infer voxel-level transformation from higher-level correspo...
Anatomic Landmarks Prostatic Neoplasms Prostate Algorithms Imaging, Three-Dimensional Male Humans Image Processing, Computer-Assisted Ultrasonography Neural Networks, Computer Magnetic Resonance Imaging
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