Three-Dimensional Convolutional Neural Network for Prostate MRI Segmentation and Comparison of Prostate Volume Measurements by Use of Artificial Neural Network and Ellipsoid Formula
Dong Kyu Lee, Deuk Jae Sung, Chang‐Su Kim, Yuk Heo, Jeong Yoon Lee, Beom Jin Park, Min Ju Kim
Abstract
The fully automated network studied provides reliable volume estimates of the entire prostate compared with those obtained with the ellipsoid formula. Fast and accurate volume measurement by use of the 3D CNN may help clinicians evaluate prostate disease.
Topics & Concepts
Convolutional neural networkSegmentationIntraclass correlationVolume (thermodynamics)ProstateArtificial intelligenceMedicineEllipsoidGround truthArtificial neural networkSørensen–Dice coefficientImage segmentationNuclear medicineComputer sciencePattern recognition (psychology)MathematicsReproducibilityStatisticsGeodesyGeologyPhysicsCancerInternal medicineQuantum mechanicsProstate Cancer Diagnosis and TreatmentMedical Imaging and AnalysisAdvanced Neural Network Applications