About

  • As a Senior Researcher and Senior Computer Vision Engineer, I possess over 15 years of expertise in machine learning, computer vision, and pattern recognition. With a PhD in Informatics Computer Graphics from the Technical University Vienna (TU Wien), my academic journey has been significantly shaped by my mentor, Prof. Walter Kropatsch. My work is inspired by the functionality of the human brain, focusing on the development of parallel processing algorithms that boast low computational complexity to tackle complex challenges in pattern recognition and artificial intelligence.

    My technical skills extend to analyzing diverse data sets, including remote sensing satellite images, aerial photography, high-resolution X-ray micro-tomography, fluorescence microscopy, and medical imaging. Utilizing advanced signal processing and graph theory methods, I am passionate about innovating novel algorithms for multi-camera systems, contributing significantly to advancements in autonomous vehicle technology and other areas of artificial intelligence.
Research interests:
  • artificial inteligence
  • machine learning and deep learning
  • computer vision and image processing
  • irregular image (graph) pyramids
  • combinatorial and generalized map
  • topological analysis of images
  • graph-based image segmentation
  • multi-camera systems
  • parallel processing
  • UAV imagery and satellite images

  • Professional

    • Selected publications

      -    Distance Transform in Images and Connected Plane Graphs        [BibTeX] [PDF]
           International Conference on Pattern Recognition Applications and Methods (ICPRAM), 2023
      @article{majid2023d,
      title={Distance Transform in Images and Connected Plane Graphs},
      author={Banaeyan, Majid and Kropatsch, Walter G},
      pages={19-32},
      year={2023},
      publisher={Springer}
      }

      -    Emerging topics in Pattern Recognition and Artificial Intelligence        [BibTeX]
           World Scientific book, 2023
      @book{Kropatsch2023a,
      title={Emerging topics in Pattern Recognition and Artificial Intelligence},
      author={Kropatsch, Walter G and Banaeyan, Majid},
      pages={in print},
      year={2023},
      series={Pattern Recognition and Intelligent Systems},
      publisher={World Scientific book}
      }

      -    Reducing the Computational Complexity of the Eccentricity Transform of a Tree        [BibTeX] [PDF]
           International Workshop on Graph-Based Representations in Pattern Recognition (GbRPR), 2023
      @article{majid2023b,
      title={Reducing the Computational Complexity of the Eccentricity Transform of a Tree},
      author={Banaeyan, Majid and Kropatsch, Walter G},
      booktitle={13th IAPR-TC15 International Workshop on Graph-Based Representations in Pattern Recognition (GbRPR), Salerno, Italy, September 6-8, 2023},
      pages={160-171},
      publisher={Springer}
      year={2023}
      }

      -    Distance Transform in Parallel Logarithmic Complexity        [BibTeX] [PDF]
           International Conference on Pattern Recognition Applications and Methods (ICPRAM), 2023
      @article{majid2023a,
      title={Distance Transform in Parallel Logarithmic Complexity},
      author={Banaeyan, Majid and Kropatsch, Walter G},
      booktitle={Proceedings of the 12th International Conference on Pattern Recognition Applications and Methods - ICPRAM},
      pages={115--123},
      year={2023},
      publisher={SciTePress},
      organization={INSTICC},
      doi={10.5220/0011681500003411},
      isbn={978-989-758-626-2},
      issn={2184-4313}
      }

      -    Redundant 1-cells in Multi-labeled 2-Gmap Irregular Pyramids        [BibTeX] [PDF]
           Austrian Association of Pattern Recognition (OAGM), 2022
      @article{majid2022e,
      title={Redundant 1-cells in Multi-labeled 2-Gmap Irregular Pyramids},
      author={Banaeyan, Majid and Kropatsch, Walter G. and Hlad˚uvka, Jiří},
      booktitle={Austrian Association of Pattern Recognition (OAGM), Vienna, Austria, November 7-8, 2022},
      pages={5-11},
      year={2022}
      }

      -    Fast Labeled Spanning Tree in Binary Irregular Graph Pyramids        [BibTeX] [PDF]
           Journal of Engineering Research and Sciences (JENRS), 2022
      @article{Banaeyan2022d,
      title={Fast Labeled Spanning Tree in Binary Irregular Graph Pyramids},
      author={Banaeyan, Majid and Kropatsch, Walter G},
      journal={ Journal of Engineering Research and Sciences, Volume 1, Issue 10},
      pages={69--78},
      year={2022},
      publisher={JENRS}
      }

      -    Fast Distance Transforms in Graphs and in Gmaps        [BibTeX] [PDF]
           Structural, Syntactic, and Statistical Pattern Recognition (S+SSPR), 2022
      @INPROCEEDINGS{Banaeyan2022c,
      title={Fast Distance Transforms in Graphs and in Gmaps},
      author={Banaeyan, Majid and Carratù, Carmine and Kropatsch, Walter G. and Hladůvka, Jiří},
      booktitle={{IAPR Joint International Workshops on Statistical Techniques in Pattern Recognition (SPR 2022) and Structural and Syntactic Pattern Recognition (SSPR 2022), Montreal, Canada, August 26-27, 2022},
      SERIES = {Lecture Notes in Computer Science},
      pages={193--202},
      year={2022},
      publisher={Springer}
      }

      -    Parallel O(log(n)) Computation of the Adjacency of Connected Components        [BibTeX] [PDF]
           International Conference on Pattern Recognition and Artificial Intelligence (ICPRAI), 2022
      @INPROCEEDINGS{Banaeyan2022b,
      title={Parallel O(log(n)) Computation of the Adjacency of Connected Components},
      author={Banaeyan, Majid and Kropatsch, Walter G},
      booktitle={3rd International Conference on Pattern Recognition and Artificial Intelligence (ICPRAI), Paris, France, June 1-3, 2022},
      SERIES = {Lecture Notes in Computer Science},
      pages={102--113},
      year={2022},
      publisher={Springer}
      }

      -    Removing Redundancies in Binary Images        BibTeX [PDF]
           International Conference on Intelligent Systems and Patterns Recognition (ISPR), 2022
      @INPROCEEDINGS{Banaeyan2022a,
      title={Removing Redundancies in Binary Images},
      author={Banaeyan, Majid and Batavia, Darshan and Kropatsch, Walter G.},
      booktitle={2nd International Conference on Intelligent Systems and Patterns Recognition (ISPR), Hammamet, Tunisia, March 24-25, 2022},
      SERIES = {Lecture Notes in Computer Science},
      pages={221--233},
      year={2022},
      publisher={Springer}
      }

      -    Pyramidal Connected Component Labeling by Irregular Graph Pyramid        BibTeX [PDF]
           International Conference on Pattern Recognition and Image Analysis (IPRIA), 2021
      @INPROCEEDINGS{Banaeyan2021,
      TITLE={Pyramidal Connected Component Labeling by Irregular Graph Pyramid},
      AUTHOR={Banaeyan, Majid and Kropatsch, Walter G.},
      BOOKTITLE={5th International Conference on Pattern Recognition and Image Analysis (IPRIA)},
      pages={1--5},
      year={2021},
      publisher={IEEE}
      }

      -    360 Calibration Tunnel for Around-view Monitoring System        BibTeX [PDF]
           International Conference on New Solutions in Engineering, Information Science and Technology of the Century ahead (ICIET), 2021
      @INPROCEEDINGS{Banaeyan2021b,
      title={360 Calibration Tunnel for Around-view Monitoring System},
      author={Banaeyan, Majid and Moteabbed, Faezeh},
      booktitle={8th International Conference on New Solutions in Engineering, Information Science and Technology of the Century ahead (ICIET), Dubai-UAE, Apr 18-19, 2021},
      YEAR = {2021},
      PAGES = {1--5}
      }

      -    Model-Free Multi-Camera Calibration By Graph Pyramid        BibTeX [PDF]
           International Conference on Electrical, Electronic Engineering and smart Grids (ICEEEG), 2020
      @INPROCEEDINGS{Banaeyan2020b,
      title={Model-Free Multi-Camera Calibration By Graph Pyramid},
      author={Banaeyan, Majid},
      booktitle={4th International Conference on Electrical, Electronic Engineering and smart Grids, Tbilisi-Georgia, Dec 1st, 2020},
      pages={1--14},
      year={2020}
      }

      -    Pyramidal Connected Component Labeling of Image        BibTeX [PDF]
           International Conference on Electrical, Electronic Engineering and smart Grids (ICEEEG), 2020
      @INPROCEEDINGS{Banaeyan2020a,
      author={Banaeyan, Majid and Kropatsch, Walter G. and Zamanshoar Rashid},
      title={Pyramidal Connected Component Labeling of Image},
      year={2020},
      pages={1-9}
      }

      -    A Novel Concept for Smart Camera Image Stitching        BibTeX [PDF]
           Computer Vision Winter Workshop (CVWW), 2016
      @INPROCEEDINGS{Banaeyan2016a,
      TITLE={A Novel Concept for Smart Camera Image Stitching},
      AUTHOR={Banaeyan, Majid and Huber, Hanna and Kropatsch, Walter G. and Barth, Raphael},
      BOOKTITLE={Proceedings of the 21st Computer Vision Winter Workshop 2016, Rimske Toplice, Slovenia, February, 2016},
      pages={1--9},
      year={2016}
      }

      -    UAV Navigation Based on PIIFD/INS Method        [BibTeX] [PDF]
           International Journal of Computer Theory and Engineering (IJCTE), 2012
      @article{Banaeyan2012a,
      title={UAV Navigation Based on PIIFD/INS Method},
      author={Kazemi, Mostafa and Banaeyan, Majid and Pourmohammad, Ali},
      journal={International Journal of Computer Theory and Engineering, Volume 4, No 2},
      pages={283--287},
      year={2012},
      publisher={IJCTE}
      }

      -    Farsi Font Recognition Based on Spatial Matching        BibTeX [PDF]
           International Conference on Systems, Signals and Image Processing, 2011
      @INPROCEEDINGS{Banaeyan2011a,
      TITLE={Farsi Font Recognition Based on Spatial Matching},
      AUTHOR={Pourasad, Yaghoub and Hassibi, Hushang and Banaeyan, Majid},
      BOOKTITLE={Proceedings of the 21st Computer Vision Winter Workshop 2016, Rimske Toplice, Slovenia, February, 2016},
      pages={1--4},
      year={2011}
      publisher={IEEE}
      }




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    Contact


    1040 Wien, Favoritenstrasse 9, 5th floor
    Phone: +43 (1) 58801 - 18667
    Fax: +43 (1) 58801 - 18697
    Office Location: HB0512
    Office Hours: by appointment
    majid [at] prip [dot] tuwien [dot] ac [dot] at
    majid.banaeyan [at] tuwien [dot] ac [dot] at