Concepedia

Deep learning-based algorithm for assessment of knee osteoarthritis severity in radiographs matches performance of radiologists

Albert Swiecicki, Nianyi Li, J. M. O’Donnell, Nicholas Said, Jichen Yang, Richard C. Mather, William A. Jiranek, Maciej A. Mazurowski

Computers in Biology and Medicine · 2021 · 126 citations · 20 references

Open access

Concepts

MedicineComputer ScienceRadiologyDiagnostic ImagingDiagnostic RadiologyMachine LearningDeep LearningMedical ImagingMusculoskeletal ImagingMusculoskeletal RadiologyOsteoarthritisRadiographic AssessmentDeep Learning In RadiologyDeep Learning-based ClassificationDeep Learning-based DiagnosisDegenerative Joint Disease GradingKnee RadiographyOsteoarthritis Severity AssessmentRadiology Artificial Intelligence

References

20

Deep Residual Learning for Image Recognition

Kaiming He, Xiangyu Zhang, Shaoqing Ren et al. · 2016 · 222.1K citations · Full text

Computing, Computer Science, Computer Vision +11

Adam: A Method for Stochastic Optimization

Diederik P. Kingma, Jimmy Ba · UvA-DARE (University of Amsterdam) · 2014 · 84.8K citations · Full text

Computing, Computer Science, Algorithms +16

Faster R-CNN: Towards Real-Time Object Detection with Region Proposal Networks

Shaoqing Ren, Kaiming He, Ross Girshick et al. · IEEE Transactions on Pattern Analysis and Machine Intelligence · 2016 · 54.2K citations

Computing, Computer Science, Computer Vision +14

A Survey on Transfer Learning

Sinno Jialin Pan, Qiang Yang · IEEE Transactions on Knowledge and Data Engineering · 2009 · 23.2K citations

Computing, Computer Science, Data Mining +12

Radiological Assessment of Osteo-Arthrosis

Jan Kellgren, J. S. Lawrence · Annals of the Rheumatic Diseases · 1957 · 12.4K citations · Full text

Medicine, Orthopaedic Surgery, Radiology +10