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  • Massachusetts General Hospital, Laboratories for Computational Neuroimaging
  • Boston, MA

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EtienneChollet/README.md

Hi there! πŸ‘‹ I'm Etienne

I'm a biochemist by training, and software engineer by trade!

πŸš€ Technical Skills & Subjects

My background has equipped me with the following skills!:

  • Software
    • Programming Languages: Python, JavaScript, PHP, & HTML.
    • Libraries: PyTorch, TensorFlow, Keras, NumPy
  • Chemistry
    • Spectroscopy/Imaging/Analytical: 1H-NMR, 13C-NMR, COSY, NOESY, HPLC, MALDI-ToF, gas chromatography, IR & UV.
    • Methods: Solid phase peptide synthesis, organic synthesis.
  • Biology/Biochemistry
    • Cell culture, confocal microscopy, gel electrophoresis, immunofluorescence, mouse surgery (non-survival)

πŸ—οΈ Projects

My current research interests lie in computer vision, and the development of domain-randomized data augmentation strategies. The projects I am currently most excited about are:

  • oct_vesselseg: A Label-Free and Data-Free Synthesis Engine and Training Framework for Vascular Segmentation of sOCT Data with PyTorch.
  • SynthShapes: A realistic 3D shape generator for biomedical image augmentation.

πŸ“œ Research

Journal/Conference Type Title Date
Medical Imaging with Deep Learning Conference/Short Paper A label-free and data-free training strategy for vasculature segmentation in serial sectioning OCT data July 2024
Journal of the American Chemical Society Journal Article Site-Specific Photochemistry along a Protonated Peptide Scaffold April 2024
Journal of Vascular Surgery Abstract Development of a Machine Learning Algorithm to Automate Occlusion Detection in Lower Extremity Conventional Angiograms April 2023
International Symposium on Molecular Spectroscopy Conference Uv Photofragment Spectroscopy And Electronic Energy Transfer On A Peptide Scaffold: The Case Of Near-degenerate Uv Chromophores June 2022
Preprint Preprint Neurovascular Segmentation in sOCT with Deep Learning and Synthetic Training Data ----

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  1. oct_vesselseg oct_vesselseg Public

    A Label-Free and Data-Free Synthesis Engine and Training Framework for Vascular Segmentation of sOCT Data with PyTorch.

    Python 2

  2. SynthShapes SynthShapes Public

    Generate Synthetic Shapes in 3D for Biomedical Image Augmentation and Synthesis.

    HTML 1