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@AlaaLab

Alaa Lab

Machine Learning and AI for Medicine

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  1. deep-learning-uncertainty deep-learning-uncertainty Public

    Literature survey, paper reviews, experimental setups and a collection of implementations for baselines methods for predictive uncertainty estimation in deep learning models.

    Jupyter Notebook 612 77

  2. InstructCV InstructCV Public

    [ ICLR 2024 ] Official Codebase for "InstructCV: Instruction-Tuned Text-to-Image Diffusion Models as Vision Generalists"

    Python 521 47

  3. conformal-metalearners conformal-metalearners Public

    [ NeurIPS 2023 ] Official Codebase for "Conformal Meta-learners for Predictive Inference of Individual Treatment Effects"

    Python 42 6

  4. ETAB ETAB Public

    [ NeurIPS 2022 ] Official Codebase for "ETAB: A Benchmark Suite for Visual Representation Learning in Echocardiography"

    Jupyter Notebook 26 11

  5. pathologist-in-the-loop pathologist-in-the-loop Public

    [ NeurIPS 2023 ] Official Codebase for "Aligning Synthetic Medical Images with Clinical Knowledge using Human Feedback"

    Python 16 1

  6. WebCP WebCP Public

    [ NeurIPS 2023 R0-FoMo Workshop ] Official Codebase for "Estimating Uncertainty in Multimodal Foundation Models using Public Internet Data"

    Jupyter Notebook 6 1

Repositories

Showing 7 of 7 repositories
  • med-real2sim Public

    Official Codebase for "Med-Real2Sim: Non-Invasive Medical Digital Twins using Physics-Informed Self-Supervised Learning"

    AlaaLab/med-real2sim’s past year of commit activity
    Jupyter Notebook 5 1 1 0 Updated Oct 19, 2024
  • InstructCV Public

    [ ICLR 2024 ] Official Codebase for "InstructCV: Instruction-Tuned Text-to-Image Diffusion Models as Vision Generalists"

    AlaaLab/InstructCV’s past year of commit activity
    Python 521 47 2 1 Updated Apr 27, 2024
  • WebCP Public

    [ NeurIPS 2023 R0-FoMo Workshop ] Official Codebase for "Estimating Uncertainty in Multimodal Foundation Models using Public Internet Data"

    AlaaLab/WebCP’s past year of commit activity
    Jupyter Notebook 6 MIT 1 0 0 Updated Mar 28, 2024
  • pathologist-in-the-loop Public

    [ NeurIPS 2023 ] Official Codebase for "Aligning Synthetic Medical Images with Clinical Knowledge using Human Feedback"

    AlaaLab/pathologist-in-the-loop’s past year of commit activity
    Python 16 MIT 1 0 0 Updated Oct 19, 2023
  • conformal-metalearners Public

    [ NeurIPS 2023 ] Official Codebase for "Conformal Meta-learners for Predictive Inference of Individual Treatment Effects"

    AlaaLab/conformal-metalearners’s past year of commit activity
    Python 42 6 0 0 Updated Oct 19, 2023
  • ETAB Public

    [ NeurIPS 2022 ] Official Codebase for "ETAB: A Benchmark Suite for Visual Representation Learning in Echocardiography"

    AlaaLab/ETAB’s past year of commit activity
    Jupyter Notebook 26 11 2 0 Updated Aug 29, 2022
  • deep-learning-uncertainty Public

    Literature survey, paper reviews, experimental setups and a collection of implementations for baselines methods for predictive uncertainty estimation in deep learning models.

    AlaaLab/deep-learning-uncertainty’s past year of commit activity
    Jupyter Notebook 612 77 0 1 Updated Aug 1, 2022

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