Zijin Yang

Lehrstuhl für Informatik 5 (Mustererkennung)

Research associates

Address

Martensstraße 3
91058 Erlangen

Zijin Yang

  • Since 08/2020:
    Ph.D. Student at Pattern Recognition Lab, FAU Erlangen-Nürnberg in Cooperation with University of Würzburg
  • 10/2017 - 06/2020:
    M. Sc. Medical Engineering (Medical Image and Data Processing), FAU Erlangen-Nürnberg

2020

  • Intelligent MR Diagnosis of the Liver by Linking Model and Data-driven Processes (iDELIVER)

    (Third Party Funds Single)

    Project leader: ,
    Term: August 3, 2020 - March 31, 2023
    Funding source: Bundesministerium für Forschung, Technologie und Raumfahrt (BMFTR)

    The project examines the use and further development of machine learning methods for MR image reconstruction and for the classification of liver lesions. Based on a comparison model and data-driven image reconstruction methods, these are to be systematically linked in order to enable high acceleration without sacrificing diagnostic value. In addition to the design of suitable networks, research should also be carried out to determine whether metadata (e.g. age of the patient) can be incorporated into the reconstruction. Furthermore, suitable classification algorithms on an image basis are to be developed and the potential of direct classification on the raw data is to be explored. In the long term, intelligent MR diagnostics can significantly increase the efficiency of use of MR hardware, guarantee better patient care and set new impulses in medical technology.

2021

Conference Contributions

No awards found.

Completed Theses & Projects

Title Type Student Period Status
Ground Truth based Convolution Kernel Initialization Method for Medical Image Segmentation MA thesis Nazmus Sakib Jul 2022 – Jan 2023 finished
AI-based classification of diffuse liver disease MA thesis Srividhya Sathya Narayanan Aug 2021 – Feb 2022 finished
Towards integration of prior knowledge using spatial transformers for segmentation MA thesis Arka Nandi Jan 2022 – Jul 2022 finished