AIMC Topic: Pattern Recognition, Automated

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A salient region detection model combining background distribution measure for indoor robots.

PloS one Jul 24, 2017
Vision system plays an important role in the field of indoor robot. Saliency detection methods, capturing regions that are perceived as important, are used to improve the performance of visual perception system. Most of state-of-the-art methods for s...
Color Databases, Factual Humans Models, Statistical Visual Perception Equipment Design Artificial Intelligence Robotics Pattern Recognition, Automated
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Deep convolutional neural network and 3D deformable approach for tissue segmentation in musculoskeletal magnetic resonance imaging.

Magnetic resonance in medicine Jul 21, 2017
PURPOSE: To describe and evaluate a new fully automated musculoskeletal tissue segmentation method using deep convolutional neural network (CNN) and three-dimensional (3D) simplex deformable modeling to improve the accuracy and efficiency of cartilag...
Pattern Recognition, Automated Cartilage Bone and Bones Imaging, Three-Dimensional Image Processing, Computer-Assisted Magnetic Resonance Imaging Knee Humans Neural Networks, Computer Software Algorithms Reproducibility of Results
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F-norm distance metric based robust 2DPCA and face recognition.

Neural networks : the official journal of the International Neural Network Society Jul 21, 2017
Two-dimensional principal component analysis (2DPCA) employs squared F-norm as the distance metric for dimensionality reduction. It is commonly known that squared F-norm is sensitive to the presence of outliers. To address this problem, we use F-norm...
Pattern Recognition, Automated Biometric Identification Neural Networks, Computer Principal Component Analysis
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A novel deep learning algorithm for incomplete face recognition: Low-rank-recovery network.

Neural networks : the official journal of the International Neural Network Society Jul 20, 2017
There have been a lot of methods to address the recognition of complete face images. However, in real applications, the images to be recognized are usually incomplete, and it is more difficult to realize such a recognition. In this paper, a novel con...
Biometric Identification Neural Networks, Computer Machine Learning Pattern Recognition, Automated
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Multi-label classification methods for improving comorbidities identification.

Computers in biology and medicine Jul 8, 2017
The medical diagnostic process may be supported by computational classification techniques. In many cases, patients are affected by multiple illnesses, and more than one classification label is required to improve medical decision-making. In this pap...
Diagnosis, Computer-Assisted Pattern Recognition, Automated Humans Artificial Intelligence
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Learning from Ambiguously Labeled Face Images.

IEEE transactions on pattern analysis and machine intelligence Jul 4, 2017
Learning a classifier from ambiguously labeled face images is challenging since training images are not always explicitly-labeled. For instance, face images of two persons in a news photo are not explicitly labeled by their names in the caption. We p...
Humans Biometric Identification Image Processing, Computer-Assisted Face Pattern Recognition, Automated Machine Learning Algorithms Databases, Factual
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Automated Critical Test Findings Identification and Online Notification System Using Artificial Intelligence in Imaging.

Radiology Jul 3, 2017
Purpose To evaluate the performance of an artificial intelligence (AI) tool using a deep learning algorithm for detecting hemorrhage, mass effect, or hydrocephalus (HMH) at non-contrast material-enhanced head computed tomographic (CT) examinations an...
Middle Aged Decision Support Systems, Clinical Critical Care Reproducibility of Results Sensitivity and Specificity Male Systems Integration Craniocerebral Trauma Medical Order Entry Systems Pattern Recognition, Automated Humans Algorithms Head Machine Learning Tomography, X-Ray Computed Radiology Information Systems Female
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Qualitative spatial logic descriptors from 3D indoor scenes to generate explanations in natural language.

Cognitive processing Jun 24, 2017
The challenge of describing 3D real scenes is tackled in this paper using qualitative spatial descriptors. A key point to study is which qualitative descriptors to use and how these qualitative descriptors must be organized to produce a suitable cogn...
Spatial Analysis Pattern Recognition, Automated Logic Space Perception Machine Learning User-Computer Interface Humans Natural Language Processing
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Limb Position Tolerant Pattern Recognition for Myoelectric Prosthesis Control with Adaptive Sparse Representations From Extreme Learning.

IEEE transactions on bio-medical engineering Jun 23, 2017
UNLABELLED: Myoelectric signals can be used to predict the intended movements of an amputee for prosthesis control. However, untrained effects like limb position changes influence myoelectric signal characteristics, hindering the ability of pattern r...
Middle Aged User-Computer Interface Posture Female Humans Signal Processing, Computer-Assisted Artificial Limbs Aged Electromyography Machine Learning Pattern Recognition, Automated Male Amputees
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Translational Motion Tracking of Leg Joints for Enhanced Prediction of Walking Tasks.

IEEE transactions on bio-medical engineering Jun 22, 2017
OBJECTIVE: Walking task prediction in powered leg prostheses is an important problem in the development of biomimetic prosthesis controllers. This paper proposes a novel method to predict upcoming walking tasks by estimating the translational motion ...
Middle Aged Signal Processing, Computer-Assisted Amputees Walking Artificial Limbs Pattern Recognition, Automated Aged Adult Male Machine Learning Female Movement Humans Exoskeleton Device
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