Auto-segmentation of the tibia and femur from knee MR images via deep learning and its application to cartilage strain and recovery
Sophia Y. Kim-Wang, Patrick X. Bradley, Hattie C. Cutcliffe, Amber T. Collins, Bryan S. Crook, Chinmay S. Paranjape, Charles E. Spritzer, Louis E. DeFrate
Topics & Concepts
SegmentationArtificial intelligenceGround truthConvolutional neural networkTibiaComputer scienceMagnetic resonance imagingCartilageSørensen–Dice coefficientBottleneckImage segmentationFemurMachine learningKnee cartilagePattern recognition (psychology)OsteoarthritisArticular cartilageMedicineAnatomyRadiologyPathologySurgeryEmbedded systemAlternative medicineTotal Knee Arthroplasty OutcomesOsteoarthritis Treatment and MechanismsLower Extremity Biomechanics and Pathologies