My name is Ehsan Adeli* (احسان عادلی in Persian). I am currently myage seconds old, and this is my home in this chaotic W3 (World Wide Web). I am a postdoctoral fellow at Stanford University, working in the intersection of Machine Learning, Computer Vision and Medical Imaging. Previously, I was a postdoctoral research associate at the University of North Carolina-Chapel Hill in the Biomedical Research Imaging Center (BRIC). I got my Ph.D. from Iran University of Science and Technology, in the area of computer vision and machine learning. I have worked on single and multiple view human activity recognition, along with distributed learning algorithms for recognition in camera sensor networks. During my Ph.D. studies, I was a research scholar at the Robotics Institute, Carnegie Mellon University, Pittsburgh, PA.
*I used to publish under the name 'Ehsan Adeli-Mosabbeb'. Mosabbeb is a suffix on my last name, and I decided to drop it in my publications, for simplicity.
Publications
2017 |
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Joint Sparse and Low-Rank Regularized Multi-Task Multi-Linear Regression for Prediction of Infant Brain Development with Incomplete Data E. Adeli, Y. Meng, G. Li, W. Lin, D. Shen MICCAI 2017, Quebec, Canada, Sep. 10-14, 2017 [PDF] [Bibtex] |
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Deep Multi-Task Multi-Channel Learning for Joint Classification and Regression of Brain Status M. Liu, J. Zhang, E. Adeli, D. Shen MICCAI 2017, Quebec, Canada, Sep. 10-14, 2017 [PDF] [Bibtex] |
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Maximum Mean Discrepancy Based Multiple Kernel Learning for Incomplete Multimodality Neuroimaging Data X. Zhu, K.-H. Thung, E. Adeli, Y. Zhang, D. Shen MICCAI 2017, Quebec, Canada, Sep. 10-14, 2017 [PDF] [Bibtex] |
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Kernel-based Joint Feature Selection and Max-Margin Classification for Early Diagnosis of Parkinson's Disease E. Adeli, G. Wu, B. Saghafi, L. An, F. Shi, D. Shen Nature, Scietific Reports 2017 [PDF] [ePDF] [Bibtex] |
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Multi-Modal Classification of Neurodegenerative Disease by Progressive Graph-Based Transductive Learning Z. Wang, X. Zhu, E. Adeli, Y. Zhu, F. Nie, D. Shen, G. Wu Medical Image Analysis, Elsevier, 2017 [PDF] [Bibtex] |
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Brain Fingerprinting for Assessment of Infant Brain Development E. Adeli, Y. Meng, G. Li, W. Lin, D. Shen OHBM Annual Meeting, Vancouver, Canada, June 25 - 29, 2017 [PDF] [Bibtex] |
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Which one is a better marker for the Diagnosis of Parkinson’s Disease: T1 MRI or DTI E. Adeli, G. Wu, M.-J. Kim, D. Shen ISMRM, Honolulu, HI, USA, April 22-27, 2017 [PDF] [Bibtex] |
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Multi-modal Isointense Infant Brain Image Segmentation with Deep Learning based Methods D. Nie, L. Wang, R. Trullo, E. Adeli, W. Lin, D. Shen ISMRM, Honolulu, HI, USA, April 22-27, 2017 [PDF] [Bibtex] |
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A Hierarchical Feature and Sample Selection Framework and Its Application for Alzheimer’s Disease Diagnosis L. An, E. Adeli, M. Liu, J. Zhang, W.-W. Lee, D. Shen Nature, Scietific Reports 2017 [ePDF] [Bibtex] |
2016 |
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Machine Learning in Medical Imaging L. Wang, E. Adeli, Q. Wang, Y. Shi, H.-I. Suk (Eds.) Lecture Notes in Computer Science 10019, © Springer International Publishing AG 2016, 7th International Workshop, MLMI 2016, Held in Conjunction with MICCAI 2016, Athens, Greece, October 17, 2016, Proceedings [Download] [Bibtex] |
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Joint Feature-Sample Selection and Robust Diagnosis of Parkinson's Disease from MRI data E. Adeli, F. Shi, L. An, C.-Y. Wee, G. Wu, T. Wang, D. Shen NeuroImage, 2016 [PDF] [Bibtex] |
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Multi-level Canonical Correlation Analysis for Standard-dose PET Image Estimation L. An, P. Zhang, E. Adeli, Y. Wang, G. Ma, F. Shi, D. Lalush, W. Lin, D. Shen IEEE Transactions on Image Processing (TIP), 2016 [PDF] [Bibtex] |
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Deep Relative Attributes Y. Souri, E. Noury, E. Adeli Asian Conference on Computer Vision (ACCV) 2016 [PDF] [Code] [Bibtex] |
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Stability-Weighted Matrix Completion of Incomplete Multi-Modal Data for Disease Diagnosis K.-H. Thung, E. Adeli, P. Yap, D. Shen MICCAI 2016, Athens, Greece, Oct. 17–21 [PDF] [Bibtex] |
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3D Deep Learning for Multi-modal Imaging-guided Survival Time Prediction of Brain Tumor Patients D. Nie, H. Zhang, E. Adeli, L. Liu, D. Shen MICCAI 2016, Athens, Greece, Oct. 17–21 [PDF] [Bibtex] |
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Semi-supervised Hierarchical Multimodal Feature and Sample Selection for Alzheimer's Disease Diagnosis L. An, E. Adeli, M. Liu, J. Zhang, D. Shen MICCAI 2016, Athens, Greece, Oct. 17–21 [PDF] [Bibtex] |
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Progressive Graph-Based Transductive Learning for Multi-Modal Classification of Alzheimer’s Disease Z. Wang, X. Zhu, E. Adeli, Y. Zhu, C. Zu, F. Nie, D. Shen, G. Wu MICCAI 2016, Athens, Greece, Oct. 17–21 [PDF] [Bibtex] |
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Feature Selection Based on Iterative Canonical Correlation Analysis for Automatic Diagnosis of Parkinson’s Disease L. Liu, Q. Wang, E. Adeli, L. Zhang, H. Zhang, D. Shen MICCAI 2016, Athens, Greece, Oct. 17–21 [PDF] [Bibtex] |
2015 |
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Robust Feature-Sample Linear Discriminant Analysis for Brain Disorders Diagnosis E. Adeli, K.-H. Thung, L. An, F. Shi, D. Shen Neural Information Processing Systems (NIPS) 2015, Montréal, Canada, Dec. 7-12, 2015 [PDF] [Bibtex] |
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Inherent Structure Based Multi-view Learning with Multi-template Feature Representation for Alzheimer’s Disease Diagnosis M. Liu, D. Zhang, E. Adeli, D. Shen IEEE Transactions on Biomedical Engineering [PDF] [Bibtex] |
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Non-negative matrix completion for action detection E. Adeli, M. Fathy Image and Vision Computing, Volume 39, July 2015, Pages 38-51 [PDF] [Bibtex] |
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Medical Image Retrieval using Multi-Graph Learning for MCI Diagnostic Assistance Y. Gao, E. Adeli, M. Kim, P. Giannakopoulos, S. Haller, D. Shen MICCAI 2015, Munich, Germany, Oct. 5–9, 2015. [PDF] [Bibtex] |
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Joint Feature Sample Selection and Robust Classification for Parkinson's Disease Diagnosis E. Adeli, C-Y. Wee, L. An, F. Shi, D. Shen MICCAI Workshop on Medical Computer Vision: Algorithms for Big Data (bicMCV 2015), Munich, Germany, Oct. 9, 2015 [PDF] [Bibtex] |
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Joint Diagnosis and Conversion Time Prediction of Progressive Mild Cognitive Impairment (pMCI) Using Low-Rank Subspace Clustering and Matrix Completion K.-H. Thung, E. Adeli, P.-T. Yap, D. Shen MICCAI 2015, Munich, Germany, Oct. 5–9, 2015 [PDF] [Bibtex] |
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A Multi-level Canonical Correlation Analysis Scheme for Standard-dose PET Image Estimation L. An, P. Zhang, E. Adeli, Y. Wang, F. Shi, D. Shen MICCAI Workshop on Patch-based Techniques in Medical Imaging (Patch-MI), Munich, Germany, Oct. 9, 2015 [PDF] [Bibtex] |
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Relationship Induced Multi-atlas Learning for Alzheimer’s Disease Diagnosis M. Liu, D. Zhang, E. Adeli, D. Shen MICCAI Workshop on Medical Computer Vision: Algorithms for Big Data (bicMCV 2015), Munich, Germany, Oct. 9, 2015 [PDF] [Bibtex] |
2014 |
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A Multi-Label Weakly-supervised Approach for Discriminative Human Activity Recognition and Localization E. Adeli, R. Cabral, F. De la Torre, M. Fathy Asian Conf. on Computer Vision (ACCV), Singapore, Singapore, November 1-5, 2014 [PDF] [Bibtex] |
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Distributed Matrix Completion for Large-scale Multi-label Classification E. Adeli, M. Fathy Intelligent Data Analysis Journal, 18 (6), 2014 [PDF] [Bibtex] |
2013 |
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Multiview Human Activity Recognition in Distributed Camera Sensor Networks E. Adeli, K. Raahemifar, M. Fathy Sensors Journal, 13(7), 8750-8770, 2013 [PDF] [Bibtex] |
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Distributed Activity Recognition in Camera Networks via Distributed Low-Rank Matrix Recovery E. Adeli, K. Raahemifar, M. Fathy ACM/IEEE International Conference on Distributed Smart Cameras (ICDSC), Palm Springs, CA, USA, Oct 29-Nov 1, 2013 [PDF] [Bibtex] |
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Distributed Activity Recognition using Multi-view Consensus SVM E. Adeli, K. Raahemifar, M. Fathy ACM/IEEE International Conference on Distributed Smart Cameras (ICDSC), Palm Springs, CA, USA, Oct 29-Nov 1, 2013 [PDF] [Bibtex] |
2011 |
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Model-based Human Gait Tracking, 3D Reconstruction and Recognition in Uncalibrated Monocular Video E. Adeli, M. Fathy, F. Zargari Imaging Science Journal, 59(5), 2011 [PDF] [Bibtex] |
2010 |
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A Non-parametric Heuristic Algorithm for Convex and Non-Convex Data Clustering Based on Equipotential Surfaces F. Bayat, E. Adeli, F. Bayat, A. Jalali Expert Systems with Applications, 37(4), 3318-3325, 2010 [PDF] [Bibtex] |
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Source parameters estimation of 2003 Bam earthquake Mw 6.5 using empirical Green’s function method, based on an evolutionary approach A. Nicknam, R. Abbasnia, Y. Eslamian, M. Bozorgnasab, E. Adeli Journal of Earth System Science 119(3), 2010 [PDF] [Bibtex] |
2009 |
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Prediction of Significant Wave Height Using Regressive Support Vector Machines J. Mahjoobi, E. Adeli Ocean Engineering 36(5), 339-347, 2009 [PDF] [Bibtex] |
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Clustering Based Non-parametric Model for Shadow Detection in Video Sequences E. Adeli, H. Abbasian, M. Fathy Image Processing, Computer Vision and Pattern Recognition, Lake Tahoe, Nevada, USA, 2009. [PDF] [Bibtex] |
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Real-time Vehicle Detection Using a Fast Symmetry Detection Algorithm N. Kouchmeshky, E. Adeli, M. Fathy 14th National Computer Society of Iran Computer Confonference (CSICC), Amirkabir University of Technology, Tehran, Iran, 2009 [PDF] [Bibtex] |
2008 |
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A Novel Approach for Branch Buffer Consuming Power Reduction B. Zamani, E. Adeli, M. Soryani IEEE Computer Society International Conference on Computer and Electrical Engineering, Taiwan, 2008 [PDF] [Bibtex] |
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Compressed Domain Video Optical Flow Optimization Using Texture Analysis and Homography S. M. Shariat-zadeh, E. Adeli, M. Fathy 5th Iranian Conference on Machine Vision and Image Processing (MVIP), Tabriz, Iran, 2008 (Farsi). [PDF] [Bibtex] |
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3D Reconstruction of Walking Human based on Human Gait Knowledge E. Adeli, M. Fathy Conference on Image Processing, Computer Vision and Pattern Recognition, July 17-20, Nevada, USA, 2008 [PDF] [Bibtex] |
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Kinematics Model-based Human Tracking in Monocular Video Sequences E. Adeli, M. Fathy National Computer Society Iran Computer Conf. (CSICC08), Sharif University of Technology, Persian Gulf, Kish Island, Iran 2008, (Farsi) [PDF] [Bibtex] |
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SHABaN Multi-Agent Team To Herd Cows A. T. Rahmani, A. Saberi, M. Mohammadi, A. Nikanjam, E. Adeli, M. Abdoos In the Lecture Notes in Computer Science, Second Multi-Agent Programming Contest in association with Programming Multi-Agent Systems Conference, May 12-13, Estoril, Portugal 2008 [PDF] [Bibtex] |
2007 |
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A Low-cost Strong Shadow-based Segmentation Approach for Vehicle Tracking in Congested Traffic Scenes E. Adeli, M. Sadeghi, M. Fathy International Conference on Machine Vision, IEEE, Islamabad, Pakistan 2007 [PDF] [Bibtex] |
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A Genetic Algorithm Based Model for Feature Selection and SVM Kernel Parameters Optimization E. Adeli, M. Fathy First Joint Congress on Intelligent and Fuzzy Systems, Ferdowsi University of Mashhad, Iran 2007 (Farsi). [PDF] [Bibtex] |
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Ensemble of Evolved Neural Networks with Augmenting Topology and Feature Selection B. H. Helmi, E. Adeli, M. Fathy $15^{th}$ Iranian Conf. on Electrical Eng., Iran Telecommunication Research Center, 152-157, Tehran, Iran 2007 (Farsi). [PDF] [Bibtex] |
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A New Approach for Vehicle Detection in Congested Traffic Scenes Based on Strong Shadow Segmentation E. Adeli, M. Sadeghi, M. Fathy 3rd International Symposium on Visual Computing (ISVC), Part II, LNCS 4842, 427-436, Lake Tahoe, Nevada-California, November 26-28, 2007 [PDF] [Bibtex] |
Theses |
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Distributed Vision-based Approach for Human Activity Recognition Spervisor: Prof. Mahmood Fathy Ph.D. Thesis, Iran University of Science and Technology, 2013 [PDF] [Bibtex] |
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Model-based Human Tracking/Gait Recognition in Monocular Video Sequences Supervisors: Prof. Mahmood Fathy, Prof. Naser Mozayani MSc thesis. [PDF] [Bibtex] |
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Biometric Identification using Iris Recognition Supervisor: Prof. Saied Abrishami BS thesis |
Course Content |
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Design and development of the course material for the Multimedia Systems course, in the form of audio-visual Sharable Content Objects (SCOs) Iran University of Science and Technology, E-learning Department |
Course Materials
Soon, I will publish the material of courses, I have used for some of the courses I thought before (Multimedia Systems, Computer Graphics, Machine Learning, Digital Image Processing and etc.), here.
Projects
Comming soon!
News and Updates
06/2016 | 5 papers got accepted in MICCAI 2016. | |
05/2016 | NeuroImage paper accepted. | |
04/2016 | IEEE TIP paper accepted. | |
09/2015 |
NIPS paper accpeted! | |
2013 |
My main homepage was at http://adeli.ir/ (my blog at http://adeli.ir/blog/ and my code repositories at http://svn.adeli.ir/). But due to some unknown reasons from my host, I do not have access to any of my data. They even did not notify me to get a backup, before they put my stuff down!!! |