Thesis

2011

  • Searching Large-Scale Image Collections.
    Mohamed Aly.
    PhD thesis, Electrical Engineering, California Institute of Technology, Pasadena, CA, USA, June 2011.
    [Thesis: pdf] [Reference: bibtex]

2005

  • Enhanced Ensemble Learning Technique With A Case Study Of Video Network Traffic Forecasting.
    Mohamed A. Aly.
    Master thesis, Computer Engineering Department, Cairo University, Giza, Egypt, June 2005.
    [Thesis: pdf] [Reference: bibtex]

Journal Publications

2006

  • Novel Methods for the Feature Subset Ensembles Approach.
    Mohamed A. Aly and Amir F. Atiya.
    ICGST International Journal on Artificial Intelligence and Machine Learning, AIML, 2006.
    [Paper: pdf] [Reference: bibtex]

2005

  • Sparse Basis Selection: New Results and Application to Adaptive Prediction of Video Source Traffic.
    Amir F. Atiya, Mohamed A. Aly, and Alexander G. Parlos.
    IEEE Transactions on Neural Networks, September 2005
    [Paper: pdf] [Reference: bibtex]

Conference Publications

2012

  • CompactKdt: Compact Signatures for Accurate Large Scale Object Recognition.
    Mohamed Aly, Mario Munich, and Pietro Perona.
    IEEE Workshop on Applications of Computer Vision (WACV), Colorado, January 2012.
    [Paper: pdf] [Reference: bibtex]
  • Street View Goes Indoors: Automatic Pose Estimation From Uncalibrated Unordered Spherical Panoramas.
    Mohamed Aly and Jean-Yves Bouguet.
    IEEE Workshop on Applications of Computer Vision (WACV), Colorado, January 2012.
    [Paper: pdf] [Reference: bibtex]

2011

  • Distributed Kd-Trees for Retrieval from Very Large Image Collections .
    Mohamed Aly, Mario Munich, and Pietro Perona.
    British Machine Vision Conference (BMVC), Dundee, UK, August 2011.
    [Paper: pdf] [Reference: bibtex] [Poster: pdf]
  • Multiple Dictionaries for Bag of Words Large Scale Image Search.
    Mohamed Aly, Mario Munich, and Pietro Perona.
    IEEE International Conference on Image Processing (ICIP), Brussels, Belgium, September 2011.
    [Paper: pdf] [Reference: bibtex] [Tech Report: pdf]
  • Indexing in Large Scale Image Collections: Scaling Properties and Benchmark.
    Mohamed Aly, Mario Munich, and Pietro Perona.
    IEEE Workshop on Applications of Computer Vision (WACV), Hawaii, January 2011.
    [Paper: pdf] [Reference: bibtex] [Slides: pdf] [Poster: pdf] [Tech Report: pdf]
  • Bag of Words for Large Scale Object Recognition: Properties and Benchmark.
    Mohamed Aly, Mario Munich, and Pietro Perona.
    International Conference on Computer Vision Theory and Applications (VISAPP), Portugal, March 2011.
    [Paper: pdf] [Reference: bibtex]

2010

  • Online Learning for Parameter Selection in Large Scale Image Search.
    Mohamed Aly.
    4th IEEE Online Learning for Computer Vision Workshop (OLCV), IEEE Conference on Computer Vision and Pattern Recognition (CVPR), San Francisco, June 2010.
    [Paper: pdf] [Reference: bibtex] [Slides: pdf]

2009

  • Scaling Object Recognition: Benchmark of Current State of the Art Techniques.
    Mohamed Aly, Peter Welinder, Mario Munich, and Pietro Perona.
    First IEEE Workshop on Emergent Issues in Large Amounts of Visual Data (WS-LAVD), IEEE International Conference on Computer Vision (ICCV), Kyoto, Japan, September 2009.
    [Paper: pdf] [Reference: bibtex] [Slides: pdf]
  • Towards Automated Large Scale Discovery of Image Families.
    Mohamed Aly, Peter Welinder, Mario Munich, and Pietro Perona.
    Second IEEE Workshop on Internet Vision, IEEE Conference on Computer Vision and Pattern Recognition (CVPR), Miami, Florida, June 2009.
    [Paper: pdf] [Reference: bibtex] [Slides: svg or pdf]
  • Automatic Discovery of Image Families: Global Vs. Local Features.
    Mohamed Aly, Peter Welinder, Mario Munich, and Pietro Perona.
    IEEE International Conference on Image Processing (ICIP), Cairo, Egypt, November 2009 .
    [Paper: pdf] [Reference: bibtex]

2008

  • Real time Detection of Lane Markers in Urban Streets.
    Mohamed Aly.
    2008 IEEE Intelligent Vehicles Symposium, Eindhoven, The Netherlands, June 2008.
    [Paper: pdf] [Reference: bibtex] [Software ]

Technical Reports

2011

  • Using More Visual Words in Bag of Words Large Scale Image Search.
    Mohamed Aly, Mario Munich, and Pietro Perona.
    Technical Report, Caltech, USA, April 2011.
    [Paper: pdf] [Reference: bibtex]

2010

  • Indexing in Large Scale Image Collections: Scaling Properties, Parameter Tuning, and Benchmark.
    Mohamed Aly, Mario Munich, and Pietro Perona.
    Technical Report, Caltech, USA, October 2010.
    [Paper: pdf] [Reference: bibtex]

2007

  • Sensing, Navigation and Reasoning Technologies for the DARPA Urban Challenge.
    Mohamed Aly, Joel W. Burdick, Vanessa Carson, Stefano Di Cairano, Laura Lindzey, Jeremy Ma, Richard M. Murray, Richard Petras, Sam Pfister, Dominic Rizzo, Tichakorn Wongpiromsarn.
    Technical Report, Caltech, USA, 2007.
    [Paper: pdf] [Reference: bibtex]

2006

  • Face Recognition using SIFT Features.
    Mohamed Aly.
    Technical Report, Caltech, USA, 2006.
    [Paper: pdf] [Reference: bibtex]

2005

  • Survey on Multi-Class Classification Methods.
    Mohamed Aly.
    Technical Report, Caltech, USA, 2005.
    [Paper: pdf] [Reference: bibtex]