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    26 repositories

    • mammot

      Public
      mammot - model assurance and model monitoring toolkit
      Apache License 2.0
      •0•1•0•0•Updated Dec 30, 2024Dec 30, 2024

    • shift_identification

      Public
      Code for 'Automatic dataset shift identification to support root cause analysis of AI performance drift'
      Jupyter Notebook
      •
      MIT License
      •0•2•0•0•Updated Nov 25, 2024Nov 25, 2024

    • mammo-artifacts

      Public
      Code for "Radio-opaque artefacts in digital mammography: Automatic detection and analysis of downstream effects" paper
      Python
      •
      MIT License
      •0•1•0•0•Updated Nov 14, 2024Nov 14, 2024

    • attribute-amplification

      Public
      Official repository for the MICCAI 2024 paper 'Mitigating attribute amplification in counterfactual image generation'
      Python
      •
      MIT License
      •0•1•0•0•Updated Sep 30, 2024Sep 30, 2024

    • counterfactual-contrastive

      Public
      Code for the paper "Counterfactual contrastive learning: robust representations via causal image synthesis"
      Python
      •
      MIT License
      •2•14•0•0•Updated Sep 20, 2024Sep 20, 2024

    • causal-gen

      Public
      (ICML 2023) High Fidelity Image Counterfactuals with Probabilistic Causal Models
      pythonmachine-learningcomputer-visionneural-networkpytorchuncertaintymedical-imaginggenerative-modelcausalitycounterfactual
      Python
      •
      MIT License
      •7•56•2•0•Updated Jun 13, 2024Jun 13, 2024

    • demystifying-diffusion

      Public
      variational-inferencegenerative-modelsdiffusion-models
      TeX
      •3•19•1•0•Updated Jan 15, 2024Jan 15, 2024

    • medmesh

      Public
      Code repository for the paper 'A comparative study of graph neural networks for shape classification in neuroimaging'
      Jupyter Notebook
      •
      Apache License 2.0
      •1•6•0•0•Updated Nov 11, 2023Nov 11, 2023

    • upa

      Public
      Unsupervised prediction alignment for automatic correction of acquisition shift in image classification
      Jupyter Notebook
      •
      MIT License
      •0•5•0•0•Updated Oct 24, 2023Oct 24, 2023

    • subgroup-separability

      Public
      [MICCAI 2023] "The Role of Subgroup Separability in Group-Fair Medical Image Classification"
      Jupyter Notebook
      •
      MIT License
      •2•7•0•0•Updated Oct 20, 2023Oct 20, 2023

    • atlas-istn

      Public
      Code release for Atlas-ISTN
      Python
      •
      Apache License 2.0
      •2•6•0•0•Updated Oct 20, 2023Oct 20, 2023

    • cxr-foundation-bias

      Public
      Official repository for 'Risk of Bias in Chest Radiography Deep Learning Foundation Models'
      Jupyter Notebook
      •
      Apache License 2.0
      •3•10•1•0•Updated Sep 27, 2023Sep 27, 2023

    • deepscm

      Public
      Repository for Deep Structural Causal Models for Tractable Counterfactual Inference
      deep-learningcausal-inferencenormalizing-flowsvariational-autoencoderscounterfactuals
      Jupyter Notebook
      •
      MIT License
      •53•272•7•2•Updated Jul 6, 2023Jul 6, 2023

    • blast-ct

      Public
      Brain Lesion Analysis and Segmentation Tool for Computed Tomography
      Python
      •
      Apache License 2.0
      •30•62•0•0•Updated Apr 21, 2023Apr 21, 2023

    • masf

      Public
      Domain Generalization via Model-Agnostic Learning of Semantic Features
      Python
      •
      Apache License 2.0
      •18•146•3•2•Updated Mar 24, 2023Mar 24, 2023

    • istn

      Public
      Image-and-Spatial Transformer Networks
      deep-learningmedical-imagingimage-registrationspatial-transformer-networks
      Python
      •
      Apache License 2.0
      •26•108•1•4•Updated Feb 15, 2023Feb 15, 2023

    • chexploration

      Public
      Official repository for 'Algorithmic encoding of protected characteristics in chest X-ray disease detection models'
      Jupyter Notebook
      •
      Apache License 2.0
      •3•24•0•0•Updated Feb 15, 2023Feb 15, 2023

    • sos-vae

      Public
      Official Code for "Structured Uncertainty in the Observation Space of Variational Autoencoders"
      uncertaintygenerative-modelvaeobservation-space
      Python
      •
      Apache License 2.0
      •0•4•0•0•Updated Oct 28, 2022Oct 28, 2022

    • counterfactual_axiomatic_soundness

      Public
      Python
      •0•1•0•0•Updated Jul 21, 2022Jul 21, 2022

    • brain-age-cnn

      Public
      0•1•0•0•Updated Jul 26, 2021Jul 26, 2021

    • atmil

      Public
      0•3•0•0•Updated Jul 9, 2021Jul 9, 2021

    • oak2

      Public
      Random forests for 2D and 3D image analysis
      machine-learningmedical-imagingrandom-forests
      C++
      •
      Apache License 2.0
      •1•1•0•0•Updated Aug 28, 2020Aug 28, 2020

    • dixonfix

      Public
      Tool for correcting fat-water swaps in Dixon MRI
      C++
      •
      Apache License 2.0
      •1•4•1•0•Updated Aug 28, 2020Aug 28, 2020

    • drop2

      Public
      drop2 - intensity-based image registration
      C++
      •
      Other
      •3•36•0•0•Updated Aug 28, 2020Aug 28, 2020

    • stitching

      Public
      Stitching tool for composing whole-body scans from multiple stations
      medical-imaging
      C++
      •
      Apache License 2.0
      •1•4•0•0•Updated Aug 28, 2020Aug 28, 2020

    • stochastic_segmentation_networks

      Public
      Stochastic Segmentation Networks
      Python
      •
      MIT License
      •10•66•0•0•Updated Jun 26, 2020Jun 26, 2020