In this paper, we present multi-directional Multi-neighbor Local binary pattern (MNLBP) texture descriptor for the ACL tear detection knee magnetic resonance images (MRI). Performance of MNLBP is evaluated using K-nearest neighbor (KNN) and Support Vector Machine Class...
(HealthDay)—An artifical intelligence system based on deep learning is feasible for detecting full-thickness anterior cruciate ligament (ACL) tears within the knee joint on magnetic resonance (MR) images, according to a study published online May 8 in R
(HealthDay)—An artifical intelligence system based on deep learning is feasible for detecting full-thickness anterior cruciate ligament (ACL) tears within the knee joint on magnetic resonance (MR) images, according to a study published online May 8 in R
Paediatric-specific issues of note include tibial spine avulsion, normal difficulty visualising a thin ACL and posterolateral corner structures, and differentiation between incompletely closed physis and impaction fracture. Conclusion ACL tear is only the most obvious sign of a complex injury involving ...
One week later, physician A reevaluated the randomized images to determine the intra-observer reliability. Diagnostic outcomes were categorized as either an ACL tear (both complete and partial tears) or no ACL tear. Arthroscopy is considered the “gold standard” for joint diagnosis. Its ability ...
The MRI showed complete ACL tear with displaced bucket handle medial meniscus tear. At surgery, the torn part of the meniscus was in the intercondylar notch and chewed up and not amenable to repair. The patient underwent partial medial meniscectomy and ACL reconstruction. If a horizontal tear in...
Building an ACL tear detector to spot knee injuries from MRIs with PyTorch (MRNet) computer-visiondeep-learningaclcnnpytorchmedical-imagingstanfordconvolutional-neural-networkstransfer-learningmri-imagesdata-augmentationtearspytorch-tutorialpaper-implementationsmri-applicationsstanford-ml-groupmrnetknee-injuriesmri...
The diagnostic efficacies of both methods for tears of the cruciate ligament and menisci were calculated and compared.Results: Arthroscopic surgery revealed 10 anterior cruciate ligament (ACL) tears, one posterior cruciate ligament (PCL) tear, and 26 meniscal tears. The diagnostic values of both ...
Brifely, This will train a MRNet+MRPyrNet instance for each view (axial, coronal, sagittal) for both the ACL and meniscus tear tasks. After, for each task, the script will train and test a logistic regressor combining the predictions of the three instances. Results, logs, and checkpoints...
(CT scans). An MRI is helpful at diagnosing many common orthopedic problems. For example, the sensitivity of MRI in diagnosing an ACL tear is about 90%. MRI is the chosen method for imaging the soft tissues of the musculoskeletal system, such as ligaments, tendons and cartilage. These ...