A coarse-to-fine framework for automated knee bone and cartilage segmentation data from the osteoarthritis initiative
Knee osteoarthritis (OA) is a degenerative joint disease that is prevalent in advancing age.
The pathology of OA disease is still unclear, and there are no effective interventions that can …
The pathology of OA disease is still unclear, and there are no effective interventions that can …
Automatic knee cartilage and bone segmentation using multi-stage convolutional neural networks: data from the osteoarthritis initiative
Objectives Accurate and efficient knee cartilage and bone segmentation are necessary for
basic science, clinical trial, and clinical applications. This work tested a multi-stage …
basic science, clinical trial, and clinical applications. This work tested a multi-stage …
From classical to deep learning: review on cartilage and bone segmentation techniques in knee osteoarthritis research
Knee osteoarthritis is a major diarthrodial joint disorder with profound global socioeconomic
impact. Diagnostic imaging using magnetic resonance image can produce morphometric …
impact. Diagnostic imaging using magnetic resonance image can produce morphometric …
[HTML][HTML] Fully automatic knee joint segmentation and quantitative analysis for osteoarthritis from magnetic resonance (MR) images using a deep learning model
X Tang, D Guo, A Liu, D Wu, J Liu, N Xu… - Medical Science Monitor …, 2022 - ncbi.nlm.nih.gov
Fully Automatic Knee Joint Segmentation and Quantitative Analysis for Osteoarthritis from
Magnetic Resonance (MR) Images Using a Deep Learning Model - PMC Back to Top Skip to …
Magnetic Resonance (MR) Images Using a Deep Learning Model - PMC Back to Top Skip to …
Ensemble learning for robust knee cartilage segmentation: data from the osteoarthritis initiative
Purpose To evaluate the performance of an ensemble learning approach for fully automated
cartilage segmentation on knee magnetic resonance images of patients with osteoarthritis …
cartilage segmentation on knee magnetic resonance images of patients with osteoarthritis …
Deep learning‐based segmentation of knee MRI for fully automatic subregional morphological assessment of cartilage tissues: Data from the Osteoarthritis Initiative
Morphological changes in knee cartilage subregions are valuable imaging‐based
biomarkers for understanding progression of osteoarthritis, and they are typically detected …
biomarkers for understanding progression of osteoarthritis, and they are typically detected …
The international workshop on osteoarthritis imaging knee MRI segmentation challenge: a multi-institute evaluation and analysis framework on a standardized dataset
Purpose To organize a multi-institute knee MRI segmentation challenge for characterizing
the semantic and clinical efficacy of automatic segmentation methods relevant for monitoring …
the semantic and clinical efficacy of automatic segmentation methods relevant for monitoring …
Segmentation of tibiofemoral joint tissues from knee MRI using MtRA-Unet and incorporating shape information: Data from the Osteoarthritis Initiative
Knee Osteoarthritis (KOA) is the third most prevalent Musculoskeletal Disorder (MSD) after
neck and back pain. To monitor such a severe MSD, a segmentation map of the femur, tibia …
neck and back pain. To monitor such a severe MSD, a segmentation map of the femur, tibia …
Automated segmentation of knee articular cartilage: Joint deep and hand-crafted learning-based framework using diffeomorphic mapping
Segmentation of knee articular cartilage tissue (ACT) from 3D magnetic resonance images
(MRIs) is a fundamental task in assessing knee osteoarthritis (KOA). However, automated …
(MRIs) is a fundamental task in assessing knee osteoarthritis (KOA). However, automated …
A comprehensive survey on bone segmentation techniques in knee osteoarthritis research: From conventional methods to deep learning
Knee osteoarthritis (KOA) is a degenerative joint disease, which significantly affects middle-
aged and elderly people. The majority of KOA is primarily based on hyaline cartilage …
aged and elderly people. The majority of KOA is primarily based on hyaline cartilage …
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