AIMC Topic:
Image Interpretation, Computer-Assisted

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Weakly Supervised Learning of Metric Aggregations for Deformable Image Registration.

IEEE journal of biomedical and health informatics Sep 10, 2018
Deformable registration has been one of the pillars of biomedical image computing. Conventional approaches refer to the definition of a similarity criterion that, once endowed with a deformation model and a smoothness constraint, determines the optim...
Humans Abdomen Support Vector Machine Algorithms Image Interpretation, Computer-Assisted Magnetic Resonance Imaging Supervised Machine Learning Brain Tomography, X-Ray Computed Image Processing, Computer-Assisted
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Fuzzy entropy based on differential evolution for breast gland segmentation.

Australasian physical & engineering sciences in medicine Sep 10, 2018
For the diagnosis and treatment of breast tumors, the automatic detection of glands is a crucial step. The true segmentation of the gland is directly related to effective treatment effect of the patient. Therefore, it is necessary to propose an autom...
Breast Humans Algorithms Image Interpretation, Computer-Assisted Female Breast Neoplasms Fuzzy Logic Mammography Predictive Value of Tests
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Real-time cardiovascular MR with spatio-temporal artifact suppression using deep learning-proof of concept in congenital heart disease.

Magnetic resonance in medicine Sep 8, 2018
PURPOSE: Real-time assessment of ventricular volumes requires high acceleration factors. Residual convolutional neural networks (CNN) have shown potential for removing artifacts caused by data undersampling. In this study, we investigated the ability...
Breath Holding Magnetic Resonance Imaging, Cine Cardiac-Gated Imaging Techniques Respiration Heart Defects, Congenital Fourier Analysis Male Middle Aged Deep Learning Adolescent Image Processing, Computer-Assisted Heart Image Interpretation, Computer-Assisted Artifacts Algorithms Retrospective Studies Young Adult Adult Humans
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Parkinson's Disease Diagnosis via Joint Learning From Multiple Modalities and Relations.

IEEE journal of biomedical and health informatics Sep 3, 2018
Parkinson's disease (PD) is a neurodegenerative progressive disease that mainly affects the motor systems of patients. To slow this disease deterioration, early and accurate diagnosis of PD is an effective way, which alleviates mental and physical su...
Humans Aged Male Middle Aged ROC Curve Machine Learning Algorithms Brain Female Diffusion Tensor Imaging Parkinson Disease Multimodal Imaging Image Interpretation, Computer-Assisted
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An End-to-End Deep Learning Histochemical Scoring System for Breast Cancer TMA.

IEEE transactions on medical imaging Sep 3, 2018
One of the methods for stratifying different molecular classes of breast cancer is the Nottingham prognostic index plus, which uses breast cancer relevant biomarkers to stain tumor tissues prepared on tissue microarray (TMA). To determine the molecul...
Female Breast Neoplasms Immunohistochemistry Deep Learning Humans Image Interpretation, Computer-Assisted Algorithms Tissue Array Analysis Databases, Factual
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Performance of the deep convolutional neural network based magnetic resonance image scoring algorithm for differentiating between tuberculous and pyogenic spondylitis.

Scientific reports Sep 3, 2018
The purpose of this study was to evaluate the performance of the deep convolutional neural network (DCNN) in differentiating between tuberculous and pyogenic spondylitis on magnetic resonance (MR) imaging, compared to the performance of three skilled...
Adult Male Middle Aged ROC Curve Algorithms Humans Retrospective Studies Neural Networks, Computer Female Magnetic Resonance Imaging Supervised Machine Learning Aged Diagnosis, Differential Image Interpretation, Computer-Assisted Area Under Curve Spondylitis Spine Tuberculosis, Osteoarticular
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Pelvic Organ Segmentation Using Distinctive Curve Guided Fully Convolutional Networks.

IEEE transactions on medical imaging Aug 30, 2018
Accurate segmentation of pelvic organs (i.e., prostate, bladder, and rectum) from CT image is crucial for effective prostate cancer radiotherapy. However, it is a challenging task due to: 1) low soft tissue contrast in CT images and 2) large shape an...
Pelvis Tomography, X-Ray Computed Image Interpretation, Computer-Assisted Male Prostatic Neoplasms Humans Prostate Neural Networks, Computer Algorithms
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Creatures great and small: Real-world size of animals predicts visual cortex representations beyond taxonomic category.

NeuroImage Aug 29, 2018
Human occipitotemporal cortex contains neural representations for a variety of perceptual and conceptual features. We report a study examining neural representations of real-world size along the visual ventral stream, while carefully accounting for t...
Temporal Lobe Recognition, Psychology Body Size Pattern Recognition, Visual Visual Cortex Humans Image Processing, Computer-Assisted Machine Learning Magnetic Resonance Imaging Female Brain Mapping Young Adult Image Interpretation, Computer-Assisted Adult Male
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Automatic polyp frame screening using patch based combined feature and dictionary learning.

Computerized medical imaging and graphics : the official journal of the Computerized Medical Imaging Society Aug 22, 2018
Polyps in the colon can potentially become malignant cancer tissues where early detection and removal lead to high survival rate. Certain types of polyps can be difficult to detect even for highly trained physicians. Inspired by aforementioned proble...
Image Interpretation, Computer-Assisted Urinary Bladder Magnetic Resonance Imaging Early Detection of Cancer Prostate Humans Algorithms Machine Learning Brain Male Support Vector Machine
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Melanoma Recognition in Dermoscopy Images via Aggregated Deep Convolutional Features.

IEEE transactions on bio-medical engineering Aug 20, 2018
In this paper, we present a novel framework for dermoscopy image recognition via both a deep learning method and a local descriptor encoding strategy. Specifically, deep representations of a rescaled dermoscopy image are first extracted via a very de...
Databases, Factual Melanoma Skin Neoplasms Dermoscopy Deep Learning Support Vector Machine Image Interpretation, Computer-Assisted Humans Algorithms
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