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  1. No Access

    Chapter and Conference Paper

    Automated Lesion Detection by Regressing Intensity-Based Distance with a Neural Network

    Localization of focal vascular lesions on brain MRI is an important component of research on the etiology of neurological disorders. However, manual annotation of lesions can be challenging, time-consuming an...

    Kimberlin M. H. van Wijnen, Florian Dubost in Medical Image Computing and Computer Assis… (2019)

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    Chapter and Conference Paper

    Variational AutoEncoder for Regression: Application to Brain Aging Analysis

    While unsupervised variational autoencoders (VAE) have become a powerful tool in neuroimage analysis, their application to supervised learning is under-explored. We aim to close this gap by proposing a unified...

    Qingyu Zhao, Ehsan Adeli, Nicolas Honnorat in Medical Image Computing and Computer Assis… (2019)

  3. No Access

    Chapter and Conference Paper

    Information Visualization for Highlighting Conflicts in Educational Timetabling Problems

    Scheduling is a very important problem in many organizations, such as hospitals, transportation companies, sports confederations and educational institutions. Obtaining a good schedule results in the maximization...

    Wanderley de Souza Alencar in Advances in Visual Computing (2019)

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    Chapter and Conference Paper

    Automatic Paraspinal Muscle Segmentation in Patients with Lumbar Pathology Using Deep Convolutional Neural Network

    Recent evidence suggests an association between low back pain (LBP) and changes in lumbar paraspinal muscle morphology and composition (i.e., fatty infiltration). Quantitative measurements of muscle cross-sect...

    Wenyao **a, Maryse Fortin, Joshua Ahn in Medical Image Computing and Computer Assis… (2019)

  5. No Access

    Article

    Flickr30k Entities: Collecting Region-to-Phrase Correspondences for Richer Image-to-Sentence Models

    The Flickr30k dataset has become a standard benchmark for sentence-based image description. This paper presents Flickr30k Entities, which augments the 158k captions from Flickr30k with 244k coreference chains,...

    Bryan A. Plummer, Liwei Wang in International Journal of Computer Vision (2017)

  6. No Access

    Chapter and Conference Paper

    Fiber Tracking in Traumatic Brain Injury: Comparison of 9 Tractography Algorithms

    Traumatic brain injury (TBI) can cause widespread and long-lasting damage to white matter. Diffusion weighted imaging methods are uniquely sensitive to this disruption. Even so, traumatic injury often disrupts...

    Emily L. Dennis, Gautam Prasad in Brainlesion: Glioma, Multiple Sclerosis, S… (2016)

  7. No Access

    Chapter and Conference Paper

    Building an Ensemble of Complementary Segmentation Methods by Exploiting Probabilistic Estimates

    Two common ways of approaching atlas-based segmentation of brain MRI are (1) intensity-based modelling and (2) multi-atlas label fusion. Intensity-based methods are robust to registration errors but need disti...

    Gerard Sanroma, Oualid M. Benkarim, Gemma Piella in Machine Learning in Medical Imaging (2016)

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    Chapter and Conference Paper

    Hyperalignment of Multi-subject fMRI Data by Synchronized Projections

    Group analysis of fMRI data via multivariate pattern methods requires accurate alignments between neuronal activities of different subjects in order to attain competitive inter-subject classification rates. Hy...

    Raif M. Rustamov, Leonidas Guibas in Machine Learning and Interpretation in Neuroimaging (2016)

  9. Chapter and Conference Paper

    Photoacoustic Imaging Paradigm Shift: Towards Using Vendor-Independent Ultrasound Scanners

    Photoacoustic (PA) imaging requires channel data acquisition synchronized with a laser firing system. Unfortunately, the access to these channel data is only available on specialized research systems, and most...

    Haichong K. Zhang, **aoyu Guo in Medical Image Computing and Computer-Assis… (2016)

  10. No Access

    Chapter

    An Online Learning-Based Adaptive Biometric System

    In the last decade, adaptive biometrics has become an emerging field of research. Considering the fact that limited work has been undertaken on adaptive biometrics using machine learning techniques, in this ch...

    A. Das, R. Kunwar, U. Pal, M. A. Ferrer, M. Blumenstein in Adaptive Biometric Systems (2015)

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    Chapter and Conference Paper

    Class-Driven Color Transformation for Semantic Labeling

    We propose a novel class-driven color transformation aimed at semantic labeling. In contrast with other approaches elsewhere in the literature, our approach is a supervised one employing class information to l...

    Arash Shahriari, Jose M. Alvarez, Antonio Robles-Kelly in Computer Vision -- ACCV 2014 (2015)

  12. Chapter and Conference Paper

    Discriminative Interpolation for Classification of Functional Data

    The modus operandi for machine learning is to represent data as feature vectors and then proceed with training algorithms that seek to optimally partition the feature space

    Rana Haber, Anand Rangarajan in Machine Learning and Knowledge Discovery i… (2015)

  13. No Access

    Chapter and Conference Paper

    A Straightforward Implementation of a GPU-accelerated ELM in R with NVIDIA Graphic Cards

    General purpose computing on graphics processing units (GPGPU) is a promising technique to cope with nowadays arising computational challenges due to the suitability of GPUs for parallel processing. Several li...

    M. Alia-Martinez, J. Antonanzas in Hybrid Artificial Intelligent Systems (2015)

  14. Chapter and Conference Paper

    Interestingness Prediction by Robust Learning to Rank

    The problem of predicting image or video interestingness from their low-level feature representations has received increasing interest. As a highly subjective visual attribute, annotating the interestingness v...

    Yanwei Fu, Timothy M. Hospedales, Tao **ang, Shaogang Gong in Computer Vision – ECCV 2014 (2014)

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    Chapter and Conference Paper

    The Translectures-UPV Toolkit

    Over the past few years, online multimedia educational repositories have increased in number and popularity. The main aim of the transLectures project is to develop cost-effective solutions for producing accur...

    M. A. del-Agua, A. Giménez, N. Serrano in Advances in Speech and Language Technologi… (2014)

  16. No Access

    Chapter and Conference Paper

    Identification of Novel c-Yes Kinase Inhibitors

    c-Yes is a member of Src tyrosine kinase family and it is over expressed in human colorectal cancer cells. c-Yes tyrosine kinase is an attractive target due to its inhibition controls colon tumorigenesis, meta...

    C. Ramakrishnan, A. M. Thangakani, D. Velmurugan in Intelligent Computing in Bioinformatics (2014)

  17. No Access

    Chapter and Conference Paper

    Towards Cross-Lingual Emotion Transplantation

    In this paper we introduce the idea of cross-lingual emotion transplantation. The aim is to lean the nuances of emotional speech in a source language for which we have enough data to adapt an acceptable qualit...

    Jaime Lorenzo-Trueba, Roberto Barra-Chicote in Advances in Speech and Language Technologi… (2014)

  18. Chapter and Conference Paper

    Transductive Multi-view Embedding for Zero-Shot Recognition and Annotation

    Most existing zero-shot learning approaches exploit transfer learning via an intermediate-level semantic representation such as visual attributes or semantic word vectors. Such a semantic representation is sha...

    Yanwei Fu, Timothy M. Hospedales, Tao **ang, Zhenyong Fu in Computer Vision – ECCV 2014 (2014)

  19. Chapter and Conference Paper

    Estimating Anatomically-Correct Reference Model for Craniomaxillofacial Deformity via Sparse Representation

    The success of craniomaxillofacial (CMF) surgery depends not only on the surgical techniques, but also upon an accurate surgical planning. However, surgical planning for CMF surgery is challenging due to the a...

    Yi Ren, Li Wang, Yaozong Gao, Zhen Tang in Medical Image Computing and Computer-Assis… (2014)

  20. No Access

    Chapter and Conference Paper

    An Adaptive Information Retrieval System for Efficient Web Searching

    Stemming algorithms (stemmers) are used to convert the words to their root form (stem), this process is used in the pre-processing stage of the Information Retrieval Systems. The Stemmers affect the indexing t...

    Safaa I. Hajeer, Rasha M. Ismail in Advanced Machine Learning Technologies and… (2014)

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