Muhammad Zain Amin

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Biography

I am currently pursuing an Erasmus Mundus Joint Master Degree in Medical Imaging and Applications (MAIA), coordinated by the University of Girona, Spain, along with the Université de Bourgogne, France, and the University of Cassino, Italy as partner universities. Presently, I am also serving as a research scholar at the Carl E. Ravin Advanced Imaging Laboratories at Duke University Medical Center in the USA. My research focuses on developing explainable AI methods for the detection and classification of lesions in lung CT images, under the supervision of Prof. Joseph Lo.

Previously, I served as a research collaborator with Prof. Yongjian Hu's Lab at the South China University of Technology and Prof. Yu Guan at the University of Warwick, UK.

I received my Bachelor's degree in Computer Science from the University of Engineering and Technology, Lahore, Pakistan. Also, I got the chance to do a Summer of Code internship at JSK Lab, University of Tokyo, Japan, working on the prediction of robotics execution failures using deep learning models, with funding from Google.

Research Interests

I have broad interests in medical imaging analysis, deep learning, machine learning, image processing, and natural language processing. My current research topics are about:

  • Medical Image Registration
    - deep learning and intensity based lung CT image registration
    - intensity based brain image registration
    - homography based skin image registration

  • Medical Image Segmentation
    - brain tissue segmentation
    - breast mass segmentation and classification
    - skin lesions segmentation and classification
    - diabetic retinopathy lesions segmentation and classification

  • Learning with Low Supervision
    - weakly supervised image segmentation
    - semi-supervised/unsupervised cross-domain image classification

  • Natural Language Processing
    - sentiment analysis/emotion AI

  • Generative Adversarial Networks
    - synthetic image generation

Important Updates

  • [Jan 2024] Skin lesions deep learning project is successfully presented at Computed Aided Diagnosis Project Defence.
  • [Jan 2024] One research poster is successfully presented at Computed Aided Surgery and Medical Robotics Poster Session.
  • [Nov 2023] Lung Segmentation Paper is successfully presented at Computed Aided Diagnosis Project Defence.
  • [Nov 2023] Skin lesions project is successfully presented at Computed Aided Diagnosis Defence.
  • [Sep 2023] I started third semester of M.Sc. degree in Medical Imaging at University of Girona, Spain.
  • [Jun 2023] Breast mass detection paper is presented at Image Processing Project Defence.
  • [Jun 2023] Skin lesions paper is successfully presented at Machine Learning Project Defence.
  • [May 2023] Winner of Alzheimer disease classification challenge by the Italian National Research Council, Italy.
  • [April 2023] One paper is accepted to 11th IEEE International Workshop on Biometrics and Forensics, Barcelona, Spain.
  • [Feb 2023] I started second semester of M.Sc. degree in Medical Imaging at the University of Cassino and Southern Lazio, Italy.
  • [Jan 2023] One research poster is successfully presented on parkinson disease and EEG signals.
  • [Jan 2023] One research poster is successfully presented on brain tumor MRI images.
  • [Dec 2022] One paper is successfully presented at MAIA Medical Sensors Project Defence.
  • [Sep 2022] I started my M.Sc. degree in Medical Imaging at the Université de Bourgogne, France.

Contact

Email: Muhammad-Zain_Amin@etu.u-bourgogne.fr