Software Impacts · 2023 · 11 citations · 21 references
MedicineBiomedical InformaticsHealth InformaticsBiomedical ImagingDiagnostic ImagingPrecision MedicineComputer-aided DiagnosisImage Feature EngineeringImage QuantificationMedical Image AnalysisMedical ImagingPrecision Medicine AnalyticsClinical Data CurationQuantitative Image AnalysisRadiomic AnalysisRadiomic Feature ExtractionRadiomicsRadiomics In NeuroimagingRadiomics-based DetectionResearch Data Curation
Medical image analysis plays a key role in precision medicine. Data curation and pre-processing are critical steps in quantitative medical image analysis that can have a significant impact on the resulting performance of machine learning models. In this work, we introduce the Precision-medicine-toolbox, allowing clinical and junior researchers to perform data curation, image pre-processing, radiomics extraction, and feature exploration tasks with a customizable Python package. With this open-source tool, we aim to facilitate the crucial data preparation and exploration steps, bridge the gap between the currently existing packages, and improve the reproducibility of quantitative medical imaging research.
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SciPy 1.0: fundamental algorithms for scientific computing in Python
Nature Methods · 2020 · 37.9K citations · Full text
scikit-image: image processing in Python
Stéfan van der Walt, Johannes L. Schönberger, Juan Nunez-Iglesias et al. · PeerJ · 2014 · 6.9K citations · Full text
Computational Radiomics System to Decode the Radiographic Phenotype
Joost J. M. van Griethuysen, Andriy Fedorov, Chintan Parmar et al. · Cancer Research · 2017 · 6.5K citations · Full text