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AnatomySketch : An Extensible Open-Source Software Platform for Medical Image Analysis Algorithm Development

2021

AbstractThe development of medical image analysis algorithm is a complex process including the multiple sub-steps of model training, data visualization, human–computer interaction and graphical user interface (GUI) construction. To accelerate the development process, algorithm developers need a software tool to assist with all the sub-steps so that they can focus on the core function implementation. Especially, for the development of deep learning (DL) algorithms, a software tool supporting training data annotation and GUI construction is highly desired. In this work, we constructed AnatomySketch, an extensible open-source software platform with a friendly GUI and a flexible plugin interfac…

visualisointiihmisen ja tietokoneen vuorovaikutussyväoppiminenlääketiedetekoälyuser interactionimage annotationUser-Computer InterfaceArtificial Intelligencealgoritmitihminen-konejärjestelmätHumansRadiology Nuclear Medicine and imagingRadiological and Ultrasound TechnologyAnatomySketchalgorithm developmenttietokoneohjelmatdeep learningMagnetic Resonance ImagingComputer Science Applicationskoneoppiminenkuva-analyysiohjelmointimedical image analysisSoftwareAlgorithms
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