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Dr.-Ing. Mohammadreza Babaee

Technical University of Munich

Postal address

Postal:
Arcisstr. 21
80333 München

Research Areas

  • Visual Data Mining
  • Computer Vision

Teaching

  • Assisting in the Lecture Signal Representation (Signaldarstellung) (WS12/13, WS13/14, WS14/15)
  • Assisting in the Lecture Signal Representation for MSE (Signaldarstellung für MSE) (WS12/13, WS 13/14, WS14/15)
  • Assisting in the Lecture Human-Machine Communication II (SS12/13)
  • Assisting in the Seminar Human-Machine Communication (SS13/14)

Publications

Journal Papers

  • M. Babaee, D. Dinh, G. Rigoll
    A Deep Convolutional Neural Network for Video Sequence Background Subtraction
    Elsevier Pattern Recognition
  • M. Babaee, Y. You, G. Rigoll
    Combined Segmentation, Reconstruction, and Tracking of Multiple Targets in Multi-View Video Sequences
    Elsevier Journal of Computer Vision and Image Understanding (CVIU)
  • M.Babaee,T. Wolf, G. Rigoll
    Toward Semantic Attributes in Dictionary Learning and Non-negative Matrix Factorization
    Elsevier Pattern Recognition Letters
  • M. Babaee, X. Yu, G. Rigoll, M. Datcu
    Immersive Interactive SAR Image Representation Using Non-negative Matrix Factorization
    IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing (JSTARS), Special issue on “GeoVision: Computer Vision for Geospatial Applications"
  • A. Babaeian, M. Babaee, A. Bayestehtashk, M. Bandarabadi
    Nonlinear Subspace Clustering Using Curvature Constrained Distances
    Elsevier Pattern Recognition Letters
  • M. Babaee, S. Negahdaripour
    3-D Object Modeling from 2-D Occluding Contour Correspondences by Opti-Acoustic Stereo Imaging
    Elsevier Computer Vision and Image Understanding (CVIU)
  • M. Babaee, S. Tsoukalas, G. Rigoll, M. Datcu
    Visualization-Based Active Learning for the Annotation of SAR Images.
    IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing (JSTARS)
  • M. Babaee, S. Tsoukalas, M. Babaee, G. Rigoll, M. Datcu
    Discriminative Nonnegative Matrix Factorization for Dimensionality Reduction
    Elsevier Neurocomputing
  • M. Babaee, S. Tsoukalas, G. Rigoll, M. Datcu
    Immersive Visualization of Visual Data Using Nonnegative Matrix Factorization
    Elsevier Neurocomputing

Conference and Workshop Papers

  • Ma. Babaee, M. Babaee, G. Rigoll 
    Joint Tracking and Gait Recognition of Multiple People in Video
    IEEE International Conference on Image Processing (ICIP), Beijing, China, September 17-20, 2017
  • N. Koese, M. Babaee, G. Rigoll
    Multi-view Human Activity Recognition using Motion Frequency
    IEEE International Conference on Image Processing (ICIP), Beijing, China, September 17-20, 2017
  • M. Babaee, Y. You, G. Rigoll
    Pixel level Tracking of Multiple Targets in Crowded Environments 
    International Workshop on Crowd Understanding (in conjunction with ECCV 2016), Amsterdam, Netherlands, October 10, 2016
  • P. Tiefenbacher, J. Heuser, T. Schulze, M. Babaee, G Rigoll
    Sensor Fusion for Sparse SLAM with Descriptor Pooling
    Computer Vision–ECCV 2016 Workshops, pp. 698-710, Sep 2016
  • M. Babaee, X. Yu, G. Rigoll, M. Datcu
    Position-Aware Non-negative Matrix Factorization for Satellite Image Representation
    IEEE EUSAR, Hamburg, Germany, June 6-9, 2016
  • M. Babaee, T. Wolf, G. Rigoll
    Relative Attribute Guided Dictionary Learning
    IEEE International Conference on Image Processing (ICIP), Phoenix, USA, September 25-28, 2016
  • T. Wolf, M. Babaee, G. Rigoll
    Multi-View Gait Recognition Using 3D Convolutional Neural Networks
    IEEE International Conference on Image Processing (ICIP), Phoenix, USA, September 25-28, 2016
  • P. Tiefenbacher, M. Sirch, M. Babaee, G. Rigoll
    Wavelet Contrast-Based Image Inpainting With Sparsity-Driven Initialization
    IEEE International Conference on Image Processing (ICIP), Phoenix, USA, September 25-28, 2016
  • D. Merget, P. Tiefenbacher, M. Babaee, N. Mitov, G. Rigoll
    Photorealistic Face Transfer in 2D and 3D Video
    37th German Conference on Pattern Recognition (GCPR 2015), Aachen, Germany, October 7-10, 2015
  • M. Babaee, M. Babaee, D. Merget, P. Tiefenbacher, G. Rigoll
    Attribute Constrained Subspace Learning
    IEEE International Conference on Image Processing (ICIP), Quebec City, Canada 2015
  • A. Babaeian, A. Bayestehtashk, M. Babaee, M. Bandarabadi, A. Dourado, A. Ghadesi
    Angle Constrained Path for Clustering of Multiple Manifolds
    IEEE International Conference on Image Processing (ICIP), Quebec City, Canada 2015
  • M.  Babaee, S. Negahdaripour
    Improved Range Estimation and Underwater Image Enhancement under Turbidity by opti-Acoustic Stereo Imaging
    IEEE/MTS Oceans, Genova, Italy 2015
  • M. Babaee, S. Tsoukalas, M. Babaeel, M. Datcu
    Active Learning Using a Low-Rank Classifier
    Iranian Conference on Electrical Engineering, ICEE'15, Tehran, May 10-14, 2015
  • M. Babaee, S. Tsoukalas, G. Rigoll, M. Datcu
    Interactive Visualization based Active Learning
    Human-Machine Communication for Visual Recognition and Search (HMCV) (ECCV 2014 Workshop), Zurich, September 7, 2014
  • M. Babaee, S. Tsoukalas, M. Babaee, G. Rigoll, M. Datcu
    Dimensionality Reduction using Relative Attributes
    Third International Workshop on Parts and Attributes (ECCV 2014 Workshop), Zurich, September 12, 2014
  • M. Babaee, R. Bahmanyar, G. Rigoll, Mihai Datcu
    Farness Preserving Non-nagative Matrix Factorization
    IEEE International Conference on Image Processing (ICIP), Paris, October 27-30, 2014
  • M. Babaee, R. Bahmanyar, G. Rigoll, M. Datcu
    Locally linear salient coding for image classification
    IEEE International Workshop on Content-Based Multimedia Indexing, Klagenfurt am Woerthersee, Austria, June 18-20, 2014
  • M. Babaee, R. Bahmanyar, G. Rigoll, M. Datcu
    Interactive clustering for SAR image understanding
    IEEE EUSAR, Berlin, Germany, June 3-5, 2014
  • M. Babaee, G. Rigoll, M. Datcu
    Visualization of image collections in 3D: Application to immersive information mining
    ESA-EUSC-JRC Image Information Mining Conference, Bucharest, Romania, March 5-7, 2014
  • M. Babaee, S. Tsoukalas, S. Schenk, G. Rigoll, M. Datcu
    Immersive Visualization of SAR Images using Nonnegative Matrix Factorization
    Big Data from Space, Frascati, Italy, November 12-14, 2014
  • M. Babaee, S. Tsoukalas, G. Rigoll, M. Datcu
    Discriminative Feature Learning from SAR Images
    Big Data from Space, Frascati, Italy, November 12-14, 2014
  • M. Babaee, X. Yu, G. Rigoll, M. Datcu
    Immersive Visual Analytics of Earth Observation Data
    Big Data from Space, Frascati, Italy, November 12-14, 2014
  • M. Babaee, G. Rigoll, M. Datcu
    Assessment of dimensionality reduction based on communication channel model; application to immersive information visualization
    IEEE Big data workshop on large scale machine learning, Santa Clara, CA, USA, October 6-9 ,2013
  • M. Babaee, S. Negahdaripour
    3-D object modeling from occluding contours in opti-Acoustic stereo images
    IEEE/MTS Oceans'13, San Diego, CA, USA, September 23-26, 2013
  • M. Babaee, G. Rigoll, M. Datcu
    Immersive Visualization of the quality of dimensionality reduction
    SMPR 2013, Teheran, Iran, October 5-8, 2013
  • M. Babaee, G. Rigoll, M. Datcu
    Immersive Interactive Information Mining with Application to Earth Observation Data Retrieval
    CD-ARES 2013: 376-386, September 2-6, 2013
  • M. Babaee, R. Bahmanyar, G. Rigoll, M. Datcu
    Immersive Visual Information Mining for exploring the content of EO archives
    Living Planet Symposium, European Space Agency, Edinburgh, UK, September 9-13, 2013
  • M. Babaee, R. Bahmanyar, G. Rigoll, M. Datcu
    Immersive Visual Information Mining for exploring the content of TerraSAR-X archives
    5. TerraSAR-X Science Team Meeting, German Aerospace Center (DLR), Oberpfaffenhofen, Germany, June 10-14, 2013
  • M. Babaee, R. Bahmanyar, G. Rigoll, M. Datcu
    Immersive Visual Information Mining for exploring the content of EO archives
    Big data from space, Frascati, Italy, June 7-9, 2013
  • M. Datcu, G. Rigoll, M. Babaee, R. Bahmanyar
    Immersive Visual Information Mining for the TerraSAR-X/TanDEM-X Archive,
    Image Information Mining Conference: Knowledge Discovery from Earth Observation Data, German Aerospace Center (DLR), Oberpfaffenhofen, Germany, October 24-26, 2012

Reviewing

  • IEEE Transactions on Circuits and Systems for Video Technology, IEEE
  • IEEE Geoscience and Remote Sensing Letters, IEEE
  • Pattern Recognition Letters, Elsevier
  • Applied Sciences

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