Projects

  1. summary image

    On developing and enhancing plant-level disease rating systems in real fields

    Yousef Atoum, Muhammad Jamal Afridi, Xiaoming Liu, J. Mitchell McGrath, Linda E. Hanson

    Cercospora leaf spot (CLS) is one of the most serious diseases of sugar beet worldwide, and if uncontrolled, causes nearly complete defoliation and loss of revenue for beet growers. The beet sugar industry continuously seeks CLS-resistant sugar beet cultivars as one strategy to combat this disease. Normally human experts manually ...

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    Keywords: Application, Plant Vision

  2. summary image

    Image Segmentation of Mesenchymal Stem Cells in Diverse Culturing Conditions

    Muhammad Jamal Afridi, Chun Liu, Christina Chan, Seungik Baek, Xiaoming Liu

    Researchers in the areas of regenerative medicine and tissue engineering have an enormous interest in understanding the relationship of different sets of culturing conditions and applied mechanical stimuli on the behavior of Mesenchymal Stem Cells (MSCs). However, it remains a challenge to design a general tool to perform automatic cell ...

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    Keywords: Medical Imaging, Image Segmentation, Application, Semantic Segmentation

Publications

2017

  • Intelligent and Automatic in vivo Detection and Quantification of Transplanted Cells in MRI
    Muhammad Jamal Afridi, Arun Ross, Xiaoming Liu, Margaret Bennewitz, Dorela Shuboni, Erik M Shapiro
    Magnetic Resonance in Medicine, Vol. 78, No. 5, pp.1991-2002, , Jan. 2017
    Bibtex | PDF | Supplemental
  • @article{ intelligent-and-automatic-in-vivo-detection-and-quantification-of-transplanted-cells-in-mri,
      author = { Muhammad Jamal Afridi and Arun Ross and Xiaoming Liu and Margaret Bennewitz and Dorela Shuboni and Erik M Shapiro },
      title = { Intelligent and Automatic in vivo Detection and Quantification of Transplanted Cells in MRI },
      journal = { Magnetic Resonance in Medicine },
      volume = { 78 },
      number = { 5 },
      month = { January },
      year = { 2017 },
      pages = { 1991--2002 },
    }

2015

  • On Developing and Enhancing Plant-Level Disease Rating Systems in Real Fields
    Yousef Atoum, Muhammad Jamal Afridi, Xiaoming Liu, J. Mitchell McGrath, Linda E. Hanson
    Pattern Recognition, Vol. 53, pp.287-299, , Dec. 2015
    Bibtex | PDF | Project Webpage
  • @article{ on-developing-and-enhancing-plant-level-disease-rating-systems-in-real-fields,
      author = { Yousef Atoum and Muhammad Jamal Afridi and Xiaoming Liu and J. Mitchell McGrath and Linda E. Hanson },
      title = { On Developing and Enhancing Plant-Level Disease Rating Systems in Real Fields },
      journal = { Pattern Recognition },
      volume = { 53 },
      month = { December },
      year = { 2015 },
      pages = { 287--299 },
    }
  • Automatic in vivo Cell Detection in MRI
    Muhammad Jamal Afridi, Xiaoming Liu, Erik M Shapiro, Arun Ross
    Proc. 18th Medical Image Computing and Computer Assisted Intervention (MICCAI 2015), Munich, Germany, Oct. 2015
    Bibtex | PDF
  • @inproceedings{ automatic-in-vivo-cell-detection-in-mri,
      author = { Muhammad Jamal Afridi and Xiaoming Liu and Erik M Shapiro and Arun Ross },
      title = { Automatic in vivo Cell Detection in MRI },
      booktitle = { Proc. 18th Medical Image Computing and Computer Assisted Intervention },
      address = { Munich, Germany },
      month = { October },
      year = { 2015 },
    }

2014

  • An Automated System for Plant-level Disease Rating in Real Fields
    Muhammad Jamal Afridi, Xiaoming Liu, J. Mitchell McGrath
    Proc. 22nd International Conference on Pattern Recognition (ICPR 2014), Stockholm, Sweden, Aug. 2014 (Oral, Acceptance rate 14%, Best Industry Related Paper Award runner-up)
    Bibtex | PDF | Project Webpage
  • @inproceedings{ an-automated-system-for-plant-level-disease-rating-in-real-fields,
      author = { Muhammad Jamal Afridi and Xiaoming Liu and J. Mitchell McGrath },
      title = { An Automated System for Plant-level Disease Rating in Real Fields },
      booktitle = { Proc. 22nd International Conference on Pattern Recognition },
      address = { Stockholm, Sweden },
      month = { August },
      year = { 2014 },
    }
  • Image Segmentation of Mesenchymal Stem Cells in Diverse Culturing Conditions
    Muhammad Jamal Afridi, Chun Liu, Christina Chan, Seungik Baek, Xiaoming Liu
    Proc. IEEE Winter Conference on Application of Computer Vision (WACV 2014), Steamboat Springs, USA, Mar. 2014
    Bibtex | PDF | Project Webpage
  • @inproceedings{ image-segmentation-of-mesenchymal-stem-cells-in-diverse-culturing-conditions,
      author = { Muhammad Jamal Afridi and Chun Liu and Christina Chan and Seungik Baek and Xiaoming Liu },
      title = { Image Segmentation of Mesenchymal Stem Cells in Diverse Culturing Conditions },
      booktitle = { Proc. IEEE Winter Conference on Application of Computer Vision },
      address = { Steamboat Springs, USA },
      month = { March },
      year = { 2014 },
    }