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  • German cancer research center (DKFZ)
  • Heidelberg

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@MIC-DKFZ

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TaWald/README.md

Hi there πŸ‘‹

I’m currently a PhD Student at the Medical Image Computing department of the german cancer research center. My work can be split in three main parts:

  • πŸ”¬ Representational Similarity: My primary project during my PhD was about quantifying and understanding if different models learn similar things.
  • πŸ”§ Methodological Deep learning: More recently, in a more applied/methodological side of things, I am working on SSL methods and Interactive Segmentation for 3D medical image segmentation.
  • 🧠 Clinical work: As side-project I have been working on developing deep learning models for brain metastases segmentation in MRI images with University Heidelberg medical doctors. Aside from these I regularly participate in a variety of challenges in the MICCAI community:
  • πŸ† MICCAI 2022: I was part of the winning team of the AMOS2022 challenge
  • πŸ† MICCAI 2023: I was part of the winning team of the LNQ2023 challenge

Most of my research contributions can be found via my Website. I also also give talks at events and workshops. If you are interested in my work, feel free to reach out to me. I am always happy to discuss my work and collaborate on new projects.

Some more miscallenous infos about me:

  • 🎀 I am an organizing member of HeidelbergAI,
  • πŸ’» maintainer and contributor to the famous nnU-Net framework,

Pinned Loading

  1. MIC-DKFZ/nnUNet MIC-DKFZ/nnUNet Public

    Python 6k 1.8k

  2. CCI-Bonn/HD-BM CCI-Bonn/HD-BM Public

    Automated deep-learning based segmentation of brain metastases on MRI

    Python 7

  3. InstanceNrrd InstanceNrrd Public

    A nrrd based imaging standard to save overlapping segmentation maps in a format that allows visualization in MITK

    Python 2

  4. MedEval MedEval Public

    Medical Evaluation Toolkit supporting evaluating either instance or semantic based.

    Python 2

  5. semantic_rsm semantic_rsm Public

    Repo holding the code used in Decoupling Semantic Similarity from Spatial Alignment for Neural Networks paper

    Python