IEEE Transactions on Pattern Analysis and Machine Intelligence · 1985 · 64 citations · 10 references
MedicineNuclear MedicineRadiologyDiagnostic ImagingDiagnostic RadiologyDiagnostic ReasoningCardiac ImagingClinical Knowledge RepresentationComputer-aided DiagnosisImage AnalysisMedical Image AnalysisMedical ImagingDiagnostic Knowledge RepresentationImage-based DiagnosisKnowledge Representation In MedicineKnowledge-based DiagnosisKnowledge-based SemanticsMedical Image ClassificationMembership FunctionsRadiology Image Analysis
A system for obtaining a complete diagnostic description of an image sequence taken in nuclear medicine from the human heart has been developed, implemented, and tested. The knowledge about these images is represented in a semantic net, conclusions are drawn by a production rule approach, and scoring of alternative diagnoses is based on fuzzy membership functions. On the low level, image pixels are smoothed and organ contours are extracted; these are the input for the high level processing. Tests with several image sequences gave correct descriptions as compared to the diagnosis of a physician.
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