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Medical Image Processing in Python

This lesson introduces some specifics of medical image processing with popular Python libraries such as SimpleITK, Pydicom and NiBabel. Reconstruction algorithms, image and DICOM anonymization, registration, segmentation, data augmentation and generative AI are covered.

  • Image processing
  • medical
  • radiology
    4
    0
    @research-software-directory.org

    med-imagetools

    Aims to provide transparent and reproducible medical image processing pipelines in Python. Focuses on subject-based machine learning and processing DICOMs into deep learning-ready format.

    • Imaging and Image Processing
    • Dockerfile
    • Jupyter Notebook
    • Python
    0
    0
    @helmholtz.software

    MemBrain v2

    MemBrain v2 aims to facilitate the analysis of membranes in cryo-electron tomography data. It consists of the components membrain-seg for membrane segmentation, membrain-pick for membrane protein localization, and membrain-stats for the extraction of membrane-based metrics.

    • Python
    2
    0
    Logo for MemRBC
    @helmholtz.software

    MemRBC

    MemRBC is an R package for spectral modeling of red blood cell shapes in R. It is the result of open science research, demonstrating the idea of hi-level apps with metadata creation in a lightweight obejct oriented approach.

    • cell shape
    • Helfrich
    • R
    • + 5
    • R
    • JavaScript
    • C++
    • + 1
    0
    0
    Logo for MERCY
    @helmholtz.software

    MERCY

    The marine mercury cycling model MERCY v2.0 is a chemistry transport and bio-accumulation model for mercury (Hg). It implements all known processes for marine (pelagic and benthic) Hg cycling into a biogeochemical 3D ocean-ecosystem model. https://gmd.copernicus.org/preprints/gmd-2021-427/

    • Bioaccumulation
    • Chemistry Transport Modeling
    • Earth & Environment
    • + 6
      6
      0
      @helmholtz.software

      Merkle-DAG-Matlab

      Merkle-Directed Acyclic Graph (DAG) in MATLAB

      • Cryptographic-hash-functions
      • Graph-algorithms-and-data-sturcture
      • matlab
      • + 1
      • MATLAB
      1
      0
      Logo for metadeconfoundR
      @helmholtz.software

      metadeconfoundR

      Using non-parametric tests, naive associations between omics features and metadata in cross-sectional data-sets are detected. In a second step, confounding effects between metadata associated to the same omics feature are detected and labeled using nested post-hoc model comparison tests.

      • R
      3
      0
      @helmholtz.software

      MetaStore

      MetaStore is a research data repository software for storing metadata documents and schemas. Quality and consistency are ensured by associating and validating each document against a schema. It supports JSON and XML.

      • data managment
      • FAIR Data
      • metadata
      • + 1
      • Java
      • JavaScript
      • HTML
      • + 3
      5
      0
      Logo for Metasyn
      @research-software-directory.org

      Metasyn

      Metasyn is a Python tool for synthetic data generation. It is geared towards use-cases where privacy is of the utmost importance. Metasyn emphasizes transparency and auditability of the outputs.

      • disclosure
      • generative models
      • metadata
      • + 3
      • Dockerfile
      • Python
      4
      0
      @helmholtz.software

      methylKit

      methylKit is an R package for DNA methylation analysis and annotation from high-throughput bisulfite sequencing. The package is designed to deal with sequencing data from RRBS and its variants, but also target-capture methods and whole genome bisulfite sequencing.

      • R
      • C++
      • TeX
      2
      0
      @helmholtz.software

      Metrics Reloaded

      The mission of Metrics Reloaded toolkit is to guide researchers in the selection of appropriate performance metrics for biomedical image analysis problems and to provide a comprehensive online resource for metric-related information and pitfalls.

      • Algorithm Validation
      • Problem-Aware Metric Selection
      • Problem Fingerprint
        7
        0
        Logo for Metriplane
        @research-software-directory.org

        Metriplane

        Open-source Python software for workcell state observation, incident evidence, deterministic record/replay, and reproducible regression testing.

        • ArUco
        • benchmark evidence
        • computer vision
        • + 12
        • CSS
        • Dockerfile
        • HTML
        • + 3
        1
        0