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@AlaaLab

Alaa Lab

Machine Learning and AI for Medicine

Popular repositories

  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 581 77

  2. InstructCV InstructCV Public

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

    Python 508 45

  3. conformal-metalearners conformal-metalearners Public

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

    Python 38 6

  4. ETAB ETAB Public

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

    Jupyter Notebook 21 10

  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 11 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 4 1

Repositories

Showing 7 of 7 repositories
  • InstructCV Public

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

    Python 508 45 1 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"

    Jupyter Notebook 4 MIT 1 0 0 Updated Mar 28, 2024
  • CardioPINN Public

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

    Jupyter Notebook 2 1 1 0 Updated Mar 14, 2024
  • pathologist-in-the-loop Public

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

    Python 11 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"

    Python 38 6 0 0 Updated Oct 19, 2023
  • ETAB Public

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

    Jupyter Notebook 21 10 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.

    Jupyter Notebook 581 77 0 1 Updated Aug 1, 2022

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