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@Maastro-CDS-Imaging-Group

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ibro45/README.md

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Currently working on:

  • πŸ”₯ project-lighter/lighter - a powerful PyTorch Lightning wrapper for streamlined, configuration-driven workflows.
  • 🩻 Self-supervised learning on large unannotated medical imaging datasets
  • πŸ«€ Biomarker discovery through heart substructure segmentation

My previous work:

  • πŸŒ†βž‘πŸŒƒ GAN image-to-image translation for adaptive radiotherapy through CBCT-to-CT translation. My team and I developed ganslate-team/ganslate framework to allow us for easier prototyping, extensibility, and experiment tracking of our image-to-image translation projects.

  • πŸŽ™οΈπŸ‡ΊπŸ‡ΈπŸ‡­πŸ‡·πŸ‡ͺπŸ‡ΈπŸ‡«πŸ‡· Speech-to-speech translation combining Google Cloud API with a recurrent convolutional network for language identification. The web app demo can be found on the right.

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  1. project-lighter/lighter project-lighter/lighter Public

    Config-based framework for organized and reproducible deep learning. MONAI Bundle + PyTorch Lightning.

    Python 23 2

  2. ganslate-team/ganslate ganslate-team/ganslate Public

    Simple and extensible GAN image-to-image translation framework. Supports natural and medical images.

    Python 35 3

  3. AIM-Harvard/foundation-cancer-image-biomarker AIM-Harvard/foundation-cancer-image-biomarker Public

    [Nature Machine Intelligence 2024] Code and evaluation repository for the paper

    Jupyter Notebook 84 11

  4. AIM-Harvard/TotalSegmentator-to-nnUNet-format-convert AIM-Harvard/TotalSegmentator-to-nnUNet-format-convert Public

    Convert the TotalSegmentator dataset into the nnUNet format

    Python 14 5

  5. Speech-to-Speech-Translator Speech-to-Speech-Translator Public

    The Babel Fish v0.01 is a translator that can identify the language spoken from the user's audio input and translate it into English speech

    Python 15 6

  6. Language-Identification-Speech Language-Identification-Speech Public

    Forked from HPI-DeepLearning/crnn-lid

    Deep learning approach to identifying languages from short audio samples. Method for obtaining and preprocessing a dataset included.

    Python 8 4