Automatic Grading Assessments for Knee MRI Cartilage Defects via Self-ensembling Semi-supervised Learning with Dual-Consistency
Jiayu Huo, Xi Ouyang, Liping Si, Kai Xuan, Sheng Wang, Weiwu Yao, Ying Liu, Jia Xu, Dahong Qian, Zhong Xue, Qian Wang, Dinggang Shen, Lichi Zhang
Topics & Concepts
Computer scienceConsistency (knowledge bases)Grading (engineering)Artificial intelligenceMachine learningOsteoarthritisCartilageKnee JointPattern recognition (psychology)MedicineEngineeringSurgeryPathologyAnatomyAlternative medicineCivil engineeringOsteoarthritis Treatment and MechanismsBone and Joint DiseasesTotal Knee Arthroplasty Outcomes