You are here: Deep Learning for Precision Health»Publications

Publications

** = Corresponding author

  • Prabhat Garg, Elizabeth M. Davenport, Gowtham Murugesan, Christopher Whitlow, Joseph Maldjian, Albert Montillo**, Using Convolutional Neural Networks to Automatically Detect Eye-Blink Artifacts in Magnetoencephalography, Medical Image Computing and Computer Assisted Intervention (MICCAI), 2017 [to appear]

  • Thomas J. O’Neill, Elizabeth M. Davenport, Gowtham Murugesan, Joseph Maldjian, Albert Montillo**, Applications of rs-fMRI to Traumatic Brain Injury, Neuroimaging Clinics, 2017 [In press]

  • Prabhat Garg, Elizabeth Davenport, Gowtham Murugesan, Ben Wagner, Christopher Whitlow, Joseph Maldjian, Albert Montillo**, Automatic Multiple MEG Artifact Detection using 1-D Convolutional Neural Networks without Electrooculography or Electrocardiography, Pattern Recognition in Neuroimaging (PRNI), 2017 [to appear]

  • Gowtham Murugesan, Afarin Famili, Elizabeth Davenport, Ben Wagner, Jillian Urban, Mireille Kelley, Derek Jones, Christopher Whitlow, Joel Stitzel, Joseph Maldjian, Albert Montillo**, Changes in resting state fMRI in one season of youth football distinguish non-impact athletes, low, and high impact exposure players, Human Brain Mapping Conference, 2017

  • Afarin Famili, Gowtham Krishnan, Elizabeth Davenport, James Germi, Ben Wagner, Bradley Lega, Albert Montillo**, Automatic Identification of Successful Memory Encoding In Stereo EEG Of Refractory, Mesial Temporal Lobe Epilepsy, International Symposium on Biomedical Imaging, 2017

  • Gowtham Murugesan, Afarin Famili, Elizabeth Davenport, Ben Wagner, Jillian Urban, Mireille Kelley, Derek Jones, Christopher Whitlow, Joel Stitzel, Joseph Maldjian, Albert Montillo**, Changes in Resting State MRI Networks from a Single Season Of Football Distinguishes Controls, Low, And High Head Impact Exposure, International Symposium on Biomedical Imaging, 2017

  • Menze, Bjoern; Langs, Georg; Montillo, Albert; Kelm, Michael; Müller, Henning; Zhang, Shaoting; Cai, Weidong; Metaxas, Dimitris, Medical Computer Vision: Algorithms for Big Data, Springer Lecture Notes in Computer Science Vol 9601, 2016

  • Yin Z, Yao Y, Montillo A, Wu M, Edic PM, Kalra M, De Man B Acquisition, preprocessing, and reconstruction of ultralow dose volumetric CT scout for organ-based CT scan planning. Medical Physics Vol 42 No 5 2730-9, 2015

  • Albert Montillo, Qi Song, Bipul Das, Zhye Yin, Hierarchical Pictorial Structures for Simultaneously Localizing Multiple Organs in Volumetric Pre-Scan CT, Medical Imaging 2015

  • Menze, Bjoern; Langs, Georg; Montillo, Albert; Kelm, Michael; Muller, Henning; Zhang, Shaoting; Weidong, Cai; Metaxas, Dimitri, Medical Computer Vision: Algorithms for Big Data, Medical Image Computing and Computer-Assisted Intervention (MICCAI), Springer 2015.

  • Albert Montillo**, Shantanu Sharma, Marcel Prastawa, Feature Selection and Imaging-Genetics Predictions Using a Sparse, Extremely Randomized Forest Regressor with application to Alzheimer?s disease, Medical Image Computing and Computer-Assisted Intervention 2014

  • Bianchi A, Miller JV, Tan ET, Montillo A**, Brain Tumor Segmentation with Symmetric Texture and Symmetric Intensity-Based Decision Forests. Proc IEEE Int Symp Biomed Imaging pp 748-751, 2013

  • Montillo A**, Song Q, Liu X, Miller JV, Parsing radiographs by integrating landmark set detection and multi-object active appearance models, Proc SPIE Int Soc Opt Eng Mar 8669 86690H, 2013

  • Liu X, Montillo A, Tan ET, Schenck JF, Mendonca P, Deformable atlas for multi-structure segmentation, Med Image Comput Comput Assist Interv 16 Pt 1 743-50, 2013

  • Accurate whole-brain segmentation for Alzheimer?s disease combining an adaptive statistical atlas and multi-atlas, Zhennan Yan, Shaoting Zhang, Xiaofeng Liu, Dimitris N. Metaxas, Albert Montillo** Medical Image Computing and Computer-Assisted Intervention 2013

  • Albert Montillo**, Qi Song, Roshni Bhagalia, and Srikrishnan V, Organ localization using joint AP/LAT view landmark consensus detection and hierarchical active appearance models, Medical Image Computing and Computer-Assisted Intervention 2013

  • Montillo A**, Shotton J, Winn J, Iglesias JE, Metaxas D, Criminisi A, Entangled decision forests and their application for semantic segmentation of CT images. Inf Process Med Imaging 22 pp 184-96, 2011

  • Iglesias JE, Konukoglu E, Montillo A, Tu Z, Criminisi A, Combining generative and discriminative models for semantic segmentation of CT scans via active learning, Inf Process Med Imaging 22 pp 25-36, 2011

  • Albert Montillo**, Dimitris Metaxas, Leon Axel, Incompressible biventricular model construction and heart segmentation of 4D tagged MRI: application to right ventricular hypertrophy, Medical Image Computing and Computer-Assisted Intervention 2010

  • Axel L, Montillo A, Kim D, Tagged magnetic resonance imaging of the heart: a survey, Med Image Anal Aug 9 4 pp 376-93, 2005

  • Kyoungju Park, Albert Montillo, Dimitris Metaxas, Leon Axel, An anatomical heart model for segmentation, analysis and classification, Communications of the ACM 2005

  • Albert Montillo**, Leon Axel, Dimitris Metaxas, Extracting tissue deformation using Gabor filter banks, Medical Imaging 2004

  • Fischl B, Salat DH, Busa E, Albert M, Dieterich M, Haselgrove C, van der Kouwe A, Killiany R, Kennedy D, Klaveness S, Montillo A, Makris N, Rosen B, Dale AM, Whole brain segmentation: automated labeling of neuroanatomical structures in the human brain, Neuron Jan 33 3 pp 341-55, 2002