Alaa Lab

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7 repositories

med-real2sim
Public
Official Codebase for "Med-Real2Sim: Non-Invasive Medical Digital Twins using Physics-Informed Self-Supervised Learning"
Jupyter Notebook
•1•8•1•0•Updated Oct 19, 2024Oct 19, 2024
InstructCV
Public
[ ICLR 2024 ] Official Codebase for "InstructCV: Instruction-Tuned Text-to-Image Diffusion Models as Vision Generalists"
generative-model text-to-image multi-task-learning diffusion-models stable-diffusion vision-language-model
Python
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Other
•50•535•2•1•Updated Apr 27, 2024Apr 27, 2024
WebCP
Public
[ NeurIPS 2023 R0-FoMo Workshop ] Official Codebase for "Estimating Uncertainty in Multimodal Foundation Models using Public Internet Data"
uncertainty-estimation zero-shot-learning conformal-prediction zero-shot-classification clip-model foundation-models vision-language-model
Jupyter Notebook
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MIT License
•1•6•0•0•Updated Mar 28, 2024Mar 28, 2024
pathologist-in-the-loop
Public
[ NeurIPS 2023 ] Official Codebase for "Aligning Synthetic Medical Images with Clinical Knowledge using Human Feedback"
synthetic-data human-feedback rlhf pathology-images
Python
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MIT License
•1•17•0•0•Updated Oct 19, 2023Oct 19, 2023
conformal-metalearners
Public
[ NeurIPS 2023 ] Official Codebase for "Conformal Meta-learners for Predictive Inference of Individual Treatment Effects"
uncertainty-estimation conformal-prediction treatment-effect-estimation causal-effects predictive-inference
Python
•6•42•0•0•Updated Oct 19, 2023Oct 19, 2023
ETAB
Public
[ NeurIPS 2022 ] Official Codebase for "ETAB: A Benchmark Suite for Visual Representation Learning in Echocardiography"
medical-imaging cardiac-segmentation cardiology echocardiography clinical-ai echocardiogram ml4h
Jupyter Notebook
•11•26•2•0•Updated Aug 29, 2022Aug 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.
deep-neural-networks deep-learning uncertainty-quantification uncertainty-estimation prediction-uncertainty
Jupyter Notebook
•77•612•0•1•Updated Aug 1, 2022Aug 1, 2022